# Best Workload Automation Software *By [Tian Lin](https://research.g2.com/insights/author/tian-lin)* Workload automation (WLA) software is used to automate and orchestrate IT processes related to job scheduling, batch processing, data warehousing, and other repetitive, error-prone tasks. These tools centralize control over IT and business processes, connecting on-premises mainframes, cloud-native applications, cloud-based infrastructure, and more. Companies use WLA software to schedule and manage workload processes while eliminating manual interactions. WLA can monitor processes in real time, providing auto remediation, alerts, and notifications, with centralized logging and reporting so IT can quickly address issues and optimize environments. This increases workload efficiency and reliability, enabling IT to dedicate more resources to other high-value tasks. There is some relation between WLA software and [robotic process automation (RPA) software](https://www.g2crowd.com/categories/robotic-process-automation-rpa). Both these solutions help automate standalone tasks as well as workflows. The difference is that RPA uses bots to interact at the user-interface level to complete tasks such as data entry. WLA solutions connect programmatically to third-party applications or systems, enabling more robust and flexible integrations for managing dependencies and data across systems. As a result, WLA solutions are used to orchestrate end-to-end processes, while RPA is used to automate front-end tasks. To qualify for inclusion in the Workload Automation category, a product must: - Manage automated and scheduled IT workload tasks - Utilize event triggers to automate business processes - Execute and monitor business processes across distributed systems ## Top Workload Automation Software at a Glance | # | Product | Rating | Best For | What Users Say | |---|---------|--------|----------|----------------| | 1 | [Control-M](https://www.g2.com/products/control-m/reviews) | 4.4/5.0 (165 reviews) | Cross-platform batch orchestration with dependency visibility | "[Control_M Powerful Centralized Workload Orchestration with Strong Monitoring and Integrations](https://www.g2.com/survey_responses/control-m-review-13064637)" | | 2 | [RunMyJobs](https://www.g2.com/products/runmyjobs/reviews) | 4.8/5.0 (309 reviews) | SAP-centric batch orchestration with event-driven dependencies | "[RMJ- One of the best Job scheduling Tool](https://www.g2.com/survey_responses/runmyjobs-review-11563461)" | | 3 | [Tines](https://www.g2.com/products/tines/reviews) | 4.7/5.0 (396 reviews) | No-code security and IT workflow orchestration | "[AI orchestration with Drag-and-Drop development tool](https://www.g2.com/survey_responses/tines-review-12620879)" | | 4 | [JAMS](https://www.g2.com/products/jams-software-llc-jams/reviews) | 4.5/5.0 (262 reviews) | Cross-platform batch orchestration with PowerShell extensibility | "[JAMS is our most important automation solution](https://www.g2.com/survey_responses/jams-review-8903909)" | | 5 | [ActiveBatch](https://www.g2.com/products/activebatch/reviews) | 4.5/5.0 (233 reviews) | Cross-platform ETL orchestration with event-driven triggers | "[Automates Tasks, Frees Up Time](https://www.g2.com/survey_responses/activebatch-review-13067756)" | | 6 | [Astro by Astronomer](https://www.g2.com/products/astro-by-astronomer/reviews) | 4.5/5.0 (135 reviews) | Managed Airflow orchestration without DevOps overhead | "[Asro literally assists in data engineering work, making it easier and more productive.](https://www.g2.com/survey_responses/astro-by-astronomer-review-8519803)" | | 7 | [MindCloud](https://www.g2.com/products/mindcloud/reviews) | 4.9/5.0 (56 reviews) | E-commerce to ERP order automation | "[Responsive, Thorough Team and a User-Friendly Portal at MindCloud](https://www.g2.com/survey_responses/mindcloud-review-12880405)" | | 8 | [Stonebranch](https://www.g2.com/products/stonebranch/reviews) | 4.5/5.0 (125 reviews) | Hybrid cloud job orchestration with SAP integration | "[Great Performance That Speeds Up Client Feed Onboarding](https://www.g2.com/survey_responses/stonebranch-review-12703027)" | | 9 | [IBM Storage Scale](https://www.g2.com/products/ibm-storage-scale/reviews) | 4.3/5.0 (11 reviews) | Concurrent multi-node file access with HA/DR | "[More than a file system - a data management platform](https://www.g2.com/survey_responses/ibm-storage-scale-review-4404517)" | | 10 | [kestra](https://www.g2.com/products/kestra-technologies-kestra/reviews) | 4.6/5.0 (24 reviews) | — | "[The Adamantium to my fragile AI pipeline](https://www.g2.com/survey_responses/kestra-review-12931708)" | ## G2 Grid® for Workload Automation Software ![G2 Grid® for Workload Automation Software plotting products by satisfaction and market presence](https://www.g2.com/categories/workload-automation/grids.png?focus%5B%5D=28337&focus%5B%5D=53854&focus%5B%5D=98376&focus%5B%5D=40279&focus%5B%5D=67919&focus%5B%5D=51147&focus%5B%5D=167654&focus%5B%5D=27545) Highlighted products: Control-M, RunMyJobs, Tines, JAMS, ActiveBatch, Astro by Astronomer, MindCloud, and Stonebranch. Underlying data: [Grid® JSON](https://www.g2.com/categories/workload-automation/grids.json?focus%5B%5D=control-m&focus%5B%5D=runmyjobs&focus%5B%5D=tines&focus%5B%5D=jams-software-llc-jams&focus%5B%5D=activebatch&focus%5B%5D=astro-by-astronomer&focus%5B%5D=mindcloud&focus%5B%5D=stonebranch) ## How Many Workload Automation Software Products Does G2 Track? **Total Products under this Category:** 95 ### Category Stats (Jul 2026) - **Average Rating**: 4.47/5 The average rating of products in this category, based on all submitted ratings - **Top Trending Product**: Control-M (+0.46%) - Among all products in this category, Control-M recorded the largest rating increase compared to last month *Last updated: July 17, 2026* ## How Does G2 Rank Workload Automation Software Products? **Why You Can Trust G2's Software Rankings:** - 30 Analysts and Data Experts - 3,700+ Authentic Reviews - 95+ Products - Unbiased Rankings G2's software rankings are built on verified user reviews, rigorous moderation, and a consistent research methodology maintained by a team of analysts and data experts. Each product is measured using the same transparent criteria, with no paid placement or vendor influence. While reviews reflect real user experiences, which can be subjective, they offer valuable insight into how software performs in the hands of professionals. Together, these inputs power the G2 Score, a standardized way to compare tools within every category. ## Which Workload Automation Software Is Best for Your Use Case? - **Leader:** [Control-M](https://www.g2.com/products/control-m/reviews) - **Highest Performer:** [JAMS](https://www.g2.com/products/jams-software-llc-jams/reviews) - **Easiest to Use:** [RunMyJobs](https://www.g2.com/products/runmyjobs/reviews) - **Top Trending:** [Astro by Astronomer](https://www.g2.com/products/astro-by-astronomer/reviews) - **Best Free Software:** [RunMyJobs](https://www.g2.com/products/runmyjobs/reviews) --- **Sponsored** ### Black Owl Lease Accounting Solution Black Owl Systems is a lease accounting software solution that helps organizations manage lease portfolios and maintain compliance with ASC 842, IFRS 16, and ASPE 3065. The platform centralizes lease data and documentation while automating critical accounting workflows such as journal entries, amortization schedules, rollforwards, and disclosure reports, reducing manual effort during month-end close. Built for ongoing lease accounting and administration, Black Owl supports complex lease lifecycle events including modifications, reassessments, renewals, terminations, variable payments, and custom payment schedules. It also enables multi-entity and multi-currency reporting, helping finance teams maintain traceability from source data to final outputs while supporting scalable, audit-ready reporting. [Visit website](https://www.g2.com/external_clickthroughs/record?secure%5Bad_program%5D=ppc&secure%5Bad_slot%5D=category_product_list&secure%5Bcategory_id%5D=1375&secure%5Bchosen_at%5D=2026-07-17T21%3A17%3A21Z&secure%5Bdisplayable_resource_id%5D=1247&secure%5Bdisplayable_resource_type%5D=Category&secure%5Bmedium%5D=sponsored&secure%5Bplacement_reason%5D=retargeted_product&secure%5Bplacement_resource_ids%5D%5B%5D=1319165&secure%5Bprioritized%5D=false&secure%5Bproduct_id%5D=1319165&secure%5Bresource_id%5D=1375&secure%5Bresource_type%5D=Category&secure%5Bsource_type%5D=category_page&secure%5Bsource_url%5D=https%3A%2F%2Fwww.g2.com%2Fcategories%2Fworkload-automation&secure%5Btoken%5D=12cddf9689cdfd772e504b777184a5e54d0b3a61b5d5fa7fcd08daa5a5adf7fc&secure%5Burl%5D=https%3A%2F%2Fwww.blackowlsystems.com&secure%5Burl_type%5D=custom_url) --- ## What Are the Top-Rated Workload Automation Software Products in 2026? ### 1. [Control-M](https://www.g2.com/products/control-m/reviews) Control-M from BMC Software is a digital operations orchestration platform designed to help organizations connect applications, data pipelines, and infrastructure processes within a unified ecosystem. This solution is specifically tailored to manage complex hybrid environments, providing a robust framework for designing, automating, and governing workflows that span both on-premises and cloud technologies. By simplifying the management of operational dependencies, Control-M enables IT and business teams to maintain resilience, compliance, and efficiency at scale. The platform is particularly beneficial for organizations that require continuous operations, as it fosters collaboration among development, data, and operations teams through a shared environment. This collaborative approach enhances transparency and significantly reduces manual effort, allowing teams to focus on strategic initiatives rather than routine tasks. Control-M's orchestration capabilities facilitate the coordination of workloads across traditional systems, modern cloud applications, and emerging data technologies, ensuring that all components work seamlessly together. Centralized visibility and control empower teams to identify potential disruptions early, thereby ensuring smooth end-to-end process execution. Control-M incorporates predictive analytics and event-driven automation, which are essential for anticipating performance issues and adapting to changing business or system conditions. This proactive stance allows operations teams to maintain service levels and accelerate incident resolution without the burden of constant manual oversight. Furthermore, the platform's integration with DevOps and DataOps workflows ensures that automation efforts align with organizational goals, thereby supporting both innovation and governance. Industries such as finance, healthcare, manufacturing, and telecommunications widely utilize Control-M, where reliability, compliance, and operational continuity are paramount. By connecting people, systems, and data, Control-M transforms fragmented operational environments into cohesive, data-driven systems of execution. With BMC’s extensive expertise in intelligent automation, Control-M empowers enterprises to reduce complexity, enhance agility, and continuously deliver business value in an ever-evolving digital landscape. The platform stands out by providing a comprehensive solution that not only addresses current operational challenges but also prepares organizations for future demands. **Average Rating:** 4.4/5.0 **Total Reviews:** 165 **How Do G2 Users Rate Control-M?** - **Proactive Workflow:** 8.3/10 (Category avg: 8.6/10) - **Workload Processing:** 9.1/10 (Category avg: 9.0/10) - **Scalability:** 8.8/10 (Category avg: 8.7/10) - **Has the product been a good partner in doing business?:** 8.9/10 (Category avg: 8.9/10) **Who Is the Company Behind Control-M?** - **Seller:** [BMC Software](https://www.g2.com/sellers/bmc-software) - **Company Website:** https://www.bmc.com - **Year Founded:** 1980 - **HQ Location:** Houston, TX - **Twitter:** @BMCSoftware (47,946 Twitter followers) - **LinkedIn® Page:** https://www.linkedin.com/company/1597/ (8,877 employees on LinkedIn®) **Who Uses This Product?** - **Top Industries:** Information Technology and Services, Banking - **Company Size:** 49% Enterprise, 16% Mid-Market #### What Are Control-M's Pros and Cons? **Pros:** - Ease of Use (50 reviews) - Automation (33 reviews) - Features (32 reviews) - Time-saving (31 reviews) - Task Automation (27 reviews) **Cons:** - Complexity (35 reviews) - Learning Curve (24 reviews) - Complex UI (19 reviews) - Difficult Learning (19 reviews) - Expensive (19 reviews) ### What Do G2 Reviewers Say About Control-M? *AI-generated summary from verified user reviews* **Pros:** - Users value the **ease of use** in Control-M, appreciating its intuitive GUIs and flexible scheduling options. - Users value Control-M's **automation capabilities** , praising its user-friendly scheduling and efficiency across multiple platforms. - Users praise Control-M for its **seamless orchestration and monitoring** , enhancing workflow efficiency across multiple platforms. - Users value the **time-saving automation** of Control-M, enhancing workflow efficiency and ensuring smooth task execution. - Users value the **task automation capabilities** of Control-M, enhancing efficiency and reliability in managing workflows across platforms. **Cons:** - Users find the **UI complexity** challenging, compounded by a steep learning curve and difference in client and web functionalities. - Users find the **steep learning curve** of Control-M daunting, impacting their initial experience and adaptability. - Users find the **complex UI** challenging, especially for beginners, making initial adoption a bit daunting. - Users face a **steep learning curve** with Control-M, making initial adaptation quite challenging and time-consuming. - Users find the **high pricing** of Control-M to be a significant drawback for its value. #### What Are Recent G2 Reviews of Control-M? **"[Control_M Powerful Centralized Workload Orchestration with Strong Monitoring and Integrations](https://www.g2.com/survey_responses/control-m-review-13064637)"** **Rating:** 5.0/5.0 stars *— Dadaso P.* [Read full review](https://www.g2.com/survey_responses/control-m-review-13064637) --- **"[Streamlines Complex Workflows but Needs a UI Refresh](https://www.g2.com/survey_responses/control-m-review-13063487)"** **Rating:** 4.5/5.0 stars *— Gaurav Narayan M.* [Read full review](https://www.g2.com/survey_responses/control-m-review-13063487) --- #### What Are G2 Users Discussing About Control-M? - [What is Control-M and DevOps used for?](https://www.g2.com/discussions/what-is-control-m-and-devops-used-for) - 1 comment, 1 upvote - [What is Control-M for Big Data used for?](https://www.g2.com/discussions/what-is-control-m-for-big-data-used-for) - [What is workflow in control-M?](https://www.g2.com/discussions/what-is-workflow-in-control-m) - 1 comment - [Is Control-M an ETL tool?](https://www.g2.com/discussions/is-control-m-an-etl-tool) - 2 comments, 1 upvote - [What all the functions we can automate in control-M?](https://www.g2.com/discussions/control-m-what-all-the-functions-we-can-automate-in-control-m) ### 2. [RunMyJobs](https://www.g2.com/products/runmyjobs/reviews) RunMyJobs by Redwood is the #1 recommended job scheduler, modern SaaS workload automation solution for SAP customers and only one that is an SAP Endorsed App and included in the RISE reference architecture through SAP ECS managed services, eliminating custom workarounds to fully support clean core principles. It is designed for automating end-to-end processes in complex environments, particularly within SAP and non-SAP tech stacks that have a lot of dependencies and strict service level agreements. RunMyJobs is SAP premium certified, offers the deepest integration with SAP systems that integrates seamlessly with S/4HANA, SAP BTP, SAP IBP, SAP IS-U and more—delivering less risk, faster time-to-value, and long-term reliability for customers. RunMyJobs is a workload automation solution trusted by enterprises across various industries—including manufacturing, utilities, telecommunications, retail, financials, oil and minerals, media and internet and more. It is particularly beneficial for organizations that rely on intricate ERP ecosystems. The platform supports you through your cloud transformation journey, providing tools and resources before, during, and after the transition. With over 1,000 pre-built templates and unlimited connectors, it simplifies the integration process, allowing businesses to automate critical business processes, enhance operational efficiency, scalability and streamline their workflows. Key features of RunMyJobs include its library of pre-built templates, low-code workflow designer, and workload automation, data orchestration and DevOps functionalities. The platform's low-code approach enables you to design and implement event-driven automation workflows without extensive programming knowledge, making it accessible to more users within your organization. Additionally, RunMyJobs allows for the orchestration, management, and monitoring of workflows across applications, services, and servers, whether in the cloud, on-premises or in hybrid environments. This single point of control provides the flexibility that ensures you can adapt your automation strategies to meet evolving needs. Redwood is the leading orchestration platform for the autonomous enterprise. We empower customers to drive business transformation at the lowest TCO, intelligently automating critical business and IT processes across complex ERP, hybrid cloud, data management and agentic AI systems. **Average Rating:** 4.8/5.0 **Total Reviews:** 309 **How Do G2 Users Rate RunMyJobs?** - **Proactive Workflow:** 9.2/10 (Category avg: 8.6/10) - **Workload Processing:** 9.5/10 (Category avg: 9.0/10) - **Scalability:** 9.4/10 (Category avg: 8.7/10) - **Has the product been a good partner in doing business?:** 9.5/10 (Category avg: 8.9/10) **Who Is the Company Behind RunMyJobs?** - **Seller:** [Redwood Software](https://www.g2.com/sellers/redwood-software) - **Company Website:** https://www.redwood.com/ - **Year Founded:** 1993 - **HQ Location:** Frisco, US - **Twitter:** @RedwoodSoftware (826 Twitter followers) - **LinkedIn® Page:** https://www.linkedin.com/company/9372/ (775 employees on LinkedIn®) **Who Uses This Product?** - **Who Uses This:** Consultant, Software Engineer - **Top Industries:** Information Technology and Services, Computer Software - **Company Size:** 73% Enterprise, 17% Mid-Market #### What Are RunMyJobs's Pros and Cons? **Pros:** - Ease of Use (146 reviews) - Reliability (94 reviews) - Automation (93 reviews) - Efficiency (54 reviews) - Visibility (52 reviews) **Cons:** - Difficult Learning (72 reviews) - Learning Curve (56 reviews) - Learning Difficulty (51 reviews) - Beginner Unfriendliness (43 reviews) - Steep Learning Curve (39 reviews) ### What Do G2 Reviewers Say About RunMyJobs? *AI-generated summary from verified user reviews* **Pros:** - Users appreciate the **ease of use** of RunMyJobs, highlighting its user-friendly interface and smooth initial setup. - Users value the **reliability** of RunMyJobs, enjoying its robust uptime and seamless integration for job scheduling. - Users value the **automation efficiency** of RunMyJobs, significantly reducing stress and enhancing job management and visibility. - Users value the **efficiency** of RunMyJobs, which automates scheduling and ensures proactive notifications for improved operations. - Users value the **real-time SLA tracking** in RunMyJobs, enhancing proactive issue resolution and operational visibility. **Cons:** - Users find the **difficult learning curve** challenging, as advanced features often require extensive knowledge and training. - Users find the **learning curve steep** , with a complex UI that can overwhelm junior admins and impede usability. - Users note a **challenging learning curve** , making initial setup and mastering advanced features overwhelming for newcomers. - Users find RunMyJobs to have a **steep learning curve** , making it challenging for beginners to navigate effectively. - Users find the **steep learning curve** challenging, particularly for new users navigating complex workflows and terminology. #### What Are Recent G2 Reviews of RunMyJobs? **"[RMJ- One of the best Job scheduling Tool](https://www.g2.com/survey_responses/runmyjobs-review-11563461)"** **Rating:** 5.0/5.0 stars *— Vandana S.* [Read full review](https://www.g2.com/survey_responses/runmyjobs-review-11563461) --- **"[RunMyJobs Made Candidate Updates Easier to Follow](https://www.g2.com/survey_responses/runmyjobs-review-12418109)"** **Rating:** 4.5/5.0 stars *— Mamta N.* [Read full review](https://www.g2.com/survey_responses/runmyjobs-review-12418109) --- #### What Are G2 Users Discussing About RunMyJobs? - [What improvements would you suggest for Redwood Software to better support your automation needs?](https://www.g2.com/discussions/what-improvements-would-you-suggest-for-redwood-software-to-better-support-your-automation-needs) - [What is Redwood Software used for?](https://www.g2.com/discussions/what-is-redwood-software-used-for) - [What is Redwood RunMyJobs?](https://www.g2.com/discussions/what-is-redwood-runmyjobs) - [What is Redwood RPA?](https://www.g2.com/discussions/what-is-redwood-rpa) - [What is Redwood application?](https://www.g2.com/discussions/what-is-redwood-application) ### 3. [Tines](https://www.g2.com/products/tines/reviews) Tines is the intelligent workflow platform trusted by the world's most advanced organizations. Companies like Coinbase, Databricks, Mars, Reddit, and SAP use Tines to power their most important workflows. With Tines, they’ve built a secure, flexible foundation to operationalize AI agents and intelligent workflows, unlocking productivity, moving faster, and future-proofing how work gets done. You can start building right away, by signing up for our always-free Community Edition and importing one of our pre-built workflows from the library. **Average Rating:** 4.7/5.0 **Total Reviews:** 396 **How Do G2 Users Rate Tines?** - **Proactive Workflow:** 10.0/10 (Category avg: 8.6/10) - **Workload Processing:** 9.4/10 (Category avg: 9.0/10) - **Scalability:** 9.5/10 (Category avg: 8.7/10) - **Has the product been a good partner in doing business?:** 9.8/10 (Category avg: 8.9/10) **Who Is the Company Behind Tines?** - **Seller:** [Tines](https://www.g2.com/sellers/tines) - **Company Website:** https://www.tines.com/ - **Year Founded:** 2018 - **HQ Location:** Dublin, IE - **LinkedIn® Page:** https://www.linkedin.com/company/tines-io/ (568 employees on LinkedIn®) **Who Uses This Product?** - **Who Uses This:** Security Engineer, Software Engineer - **Top Industries:** Computer & Network Security, Information Technology and Services - **Company Size:** 39% Mid-Market, 36% Enterprise #### What Are Tines's Pros and Cons? **Pros:** - Ease of Use (49 reviews) - Automation (38 reviews) - Customer Support (31 reviews) - Easy Integrations (22 reviews) - Integrations (22 reviews) **Cons:** - Missing Features (10 reviews) - Learning Curve (9 reviews) - Lack of Features (8 reviews) - Expensive (7 reviews) - Complexity (6 reviews) ### What Do G2 Reviewers Say About Tines? *AI-generated summary from verified user reviews* **Pros:** - Users appreciate the **ease of use** of Tines, enabling efficient automation without requiring extensive technical knowledge. - Users find Tines makes **automation effortless** , enabling easy task handling without requiring coding skills. - Users praise Tines for their **exceptional customer support** , providing fast, friendly, and effective assistance anytime it’s needed. - Users value the **easy integrations** of Tines, enabling quick and effective automation without coding skills. - Users praise Tines for its **seamless integrations** and robust support, enabling efficient workflow automation with ease. **Cons:** - Users find Tines lacks essential features, notably a robust **IDE and code review capabilities** , affecting workflow efficiency. - Users experience a **steep learning curve** with Tines, requiring deep understanding for effective automation and customization. - Users find the **lack of advanced features** in Tines hampers their ability to create complex workflows effectively. - Users find Tines **expensive** , particularly for smaller teams, due to its rigid pricing model and limited ticketing features. - Users find the **learning curve and complexity** challenging, making it hard to fully utilize Tines' capabilities. #### What Are Recent G2 Reviews of Tines? **"[AI orchestration with Drag-and-Drop development tool](https://www.g2.com/survey_responses/tines-review-12620879)"** **Rating:** 4.5/5.0 stars *— Dinesh K.* [Read full review](https://www.g2.com/survey_responses/tines-review-12620879) --- **"[Streamlined Automation, Minimal Coding Required](https://www.g2.com/survey_responses/tines-review-12640960)"** **Rating:** 5.0/5.0 stars *— Shubham B.* [Read full review](https://www.g2.com/survey_responses/tines-review-12640960) --- #### What Are G2 Users Discussing About Tines? - [How do you use Tines?](https://www.g2.com/discussions/how-do-you-use-tines) - [Is tines a soar?](https://www.g2.com/discussions/is-tines-a-soar) - 1 comment - [What does Tines do?](https://www.g2.com/discussions/what-does-tines-do) - 1 comment - [What is Tines automation?](https://www.g2.com/discussions/what-is-tines-automation) - 2 comments ### 4. [JAMS](https://www.g2.com/products/jams-software-llc-jams/reviews) JAMS is an automation orchestration and job scheduling solution that works across applications, APIs, and scripting languages. Run, monitor, and manage critical IT processes—from simple batch jobs to cross-platform workflows—from a single pane of glass. JAMS can automate jobs on any platform - Windows, Linux, UNIX, IBM i, zOS, and OpenVMS and includes native application integrations to run jobs specific to databases, BI tools, and ERP systems. Its extensive automation features enable you to run jobs on any schedule, as well as trigger off the completion of other events. JAMS centrally monitors the status of all jobs, provides notifications of failure (or success), and maintains a detailed audit trail and log of every execution. **Average Rating:** 4.5/5.0 **Total Reviews:** 262 **How Do G2 Users Rate JAMS?** - **Proactive Workflow:** 9.0/10 (Category avg: 8.6/10) - **Workload Processing:** 9.0/10 (Category avg: 9.0/10) - **Scalability:** 8.8/10 (Category avg: 8.7/10) - **Has the product been a good partner in doing business?:** 9.2/10 (Category avg: 8.9/10) **Who Is the Company Behind JAMS?** - **Seller:** [JAMS Software, LLC](https://www.g2.com/sellers/jams-software-llc) - **Company Website:** https://www.jamsscheduler.com/ - **Year Founded:** 1987 - **HQ Location:** Middletown, Delaware, USA. - **LinkedIn® Page:** https://www.linkedin.com/company/jamssoftware/ (55 employees on LinkedIn®) **Who Uses This Product?** - **Who Uses This:** IT Manager, Software Engineer - **Top Industries:** Financial Services, Information Technology and Services - **Company Size:** 45% Mid-Market, 29% Enterprise #### What Are JAMS's Pros and Cons? **Pros:** - Job Scheduling (32 reviews) - Scheduling (32 reviews) - Automation (19 reviews) - Features (15 reviews) - Ease of Use (14 reviews) **Cons:** - Difficult Learning (14 reviews) - Poor UI Design (14 reviews) - Scheduling Issues (10 reviews) - Dependency Issues (8 reviews) - Limited Features (7 reviews) ### What Do G2 Reviewers Say About JAMS? *AI-generated summary from verified user reviews* **Pros:** - Users praise **easy and efficient task management** with JAMS, highlighting powerful cross-platform scheduling and superb event triggers. - Users value the **easy and efficient task scheduling** of JAMS, benefiting from seamless cross-platform functionality. - Users value the **ease of automation** with JAMS, enhancing organization and efficiency across IT operations. - Users value the **powerful cross-platform scheduling** of JAMS, enhancing job management and automation efficiently. - Users find JAMS to be **easy and efficient** for managing scheduled tasks across multiple servers and databases. **Cons:** - Users find JAMS to have a **difficult learning curve** , making it challenging for new users to adapt quickly. - Users note **poor UI design** in JAMS, finding it outdated and complicated for easier navigation and new user adaptation. - Users find **scheduling issues** with JAMS due to limited reporting, hindering troubleshooting and efficiency improvements. - Users often struggle with **dependency issues** in JAMS, causing confusion and complicating workflow management significantly. - Users feel the **limited features** of JAMS restrict its usability and modernize requirements for effective operation. #### What Are Recent G2 Reviews of JAMS? **"[Saved us from hiring a full-time automation engineer for gems website](https://www.g2.com/survey_responses/jams-review-12769674)"** **Rating:** 4.5/5.0 stars *— Deepak P.* [Read full review](https://www.g2.com/survey_responses/jams-review-12769674) --- **"[JAMS is our most important automation solution](https://www.g2.com/survey_responses/jams-review-8903909)"** **Rating:** 5.0/5.0 stars *— Adrian C.* [Read full review](https://www.g2.com/survey_responses/jams-review-8903909) --- #### What Are G2 Users Discussing About JAMS? - [What is stonebranch scheduler?](https://www.g2.com/discussions/what-is-stonebranch-scheduler) - [Which transition is managed by the job scheduler?](https://www.g2.com/discussions/which-transition-is-managed-by-the-job-scheduler) - [What is Enterprise Scheduling?](https://www.g2.com/discussions/jams-enterprise-job-scheduler-what-is-enterprise-scheduling) - 2 comments - [What is a JAMS Job?](https://www.g2.com/discussions/what-is-a-jams-job) - 2 comments ### 5. [ActiveBatch](https://www.g2.com/products/activebatch/reviews) ActiveBatch is part of Redwood Software offering the easiest to use job scheduler and an extensible, highly reliable workload automation software. Redwood Software, a 2025 Gartner® Magic Quadrant™ for SOAP Leader, is the leading orchestration platform for the autonomous enterprise. We empower customers to drive business transformation at the lowest TCO, intelligently automating critical business and IT processes across complex ERP, hybrid cloud, data management and agentic AI systems. ActiveBatch provides a central IT automation hub for assembling and monitoring end-to-end workflows in data warehouses and across the enterprise. ActiveBatch includes hundreds of direct integrations with major IT and business platforms and a Super REST API Adapter so you can connect to any server, any application or any service. Orchestrate your entire tech stack so that business-critical systems such as data warehousing, CRM, ERP, supply chain management, work order management, project management and consulting systems work together seamlessly with minimal human intervention. The job scheduler is the brain of workload automation architecture, allowing you to build and orchestrate cross-functional workflows. It handles load balancing, scheduling, dependency checking, SLA monitoring, reporting and notifications. Eliminate manual workflows with ActiveBatch automated tasks and accelerate development of high-value services that drive your company forward. ActiveBatch includes a low-code drag-and-drop GUI with dozens of DevOps features to easily build end-to-end business processes in half the time without the need for custom scripting. Users can securely access ActiveBatch from any device with flexible interfaces such as a self-service portal for business and help desk users. ActiveBatch’s proactive support model includes 24/7 global support and predictive diagnostics using AI to keep your environment optimized for reliability and productivity. **Average Rating:** 4.5/5.0 **Total Reviews:** 233 **How Do G2 Users Rate ActiveBatch?** - **Proactive Workflow:** 9.0/10 (Category avg: 8.6/10) - **Workload Processing:** 9.4/10 (Category avg: 9.0/10) - **Scalability:** 9.0/10 (Category avg: 8.7/10) - **Has the product been a good partner in doing business?:** 9.0/10 (Category avg: 8.9/10) **Who Is the Company Behind ActiveBatch?** - **Seller:** [Redwood Software](https://www.g2.com/sellers/redwood-software) - **Company Website:** https://www.redwood.com/ - **Year Founded:** 1993 - **HQ Location:** Frisco, US - **Twitter:** @RedwoodSoftware (826 Twitter followers) - **LinkedIn® Page:** https://www.linkedin.com/company/9372/ (775 employees on LinkedIn®) **Who Uses This Product?** - **Top Industries:** Information Technology and Services, Financial Services - **Company Size:** 39% Enterprise, 37% Mid-Market #### What Are ActiveBatch's Pros and Cons? **Pros:** - Workflow Automation (17 reviews) - Automation (15 reviews) - Ease of Use (8 reviews) - Scheduling (7 reviews) - Time-saving (6 reviews) **Cons:** - Complexity (16 reviews) - Difficult Learning (16 reviews) - Poor UI Design (7 reviews) - Beginner Unfriendliness (5 reviews) - Limited Educational Resources (4 reviews) ### What Do G2 Reviewers Say About ActiveBatch? *AI-generated summary from verified user reviews* **Pros:** - Users value the **workflow automation capabilities** of ActiveBatch, streamlining task management and enhancing operational efficiency. - Users value the **automation capabilities** of ActiveBatch, streamlining workflows and reducing reliance on IT support. - Users appreciate the **ease of use** of ActiveBatch, enabling independent workflow management with an intuitive interface. - Users appreciate the **easy scheduling capabilities** of ActiveBatch, enhancing workflow management across various platforms effortlessly. - Users find **ActiveBatch's time-saving automation** invaluable for streamlining workflows and reducing manual tasks effectively. **Cons:** - Users find the **complexity of setup and configuration** a barrier to effectively using ActiveBatch's features. - Users find the **difficult learning** curve challenging, particularly for novices needing extensive training and specialized knowledge. - Users find the **poor UI design** leads to a steep learning curve and difficulties in navigation, especially for newcomers. - Users often find **beginner unfriendliness** in ActiveBatch, facing a steep learning curve and challenging documentation for new users. - Users face challenges with **limited educational resources** , struggling with the complex setup and navigation of ActiveBatch. #### What Are Recent G2 Reviews of ActiveBatch? **"[Automates Tasks, Frees Up Time](https://www.g2.com/survey_responses/activebatch-review-13067756)"** **Rating:** 4.5/5.0 stars *— Hugo N.* [Read full review](https://www.g2.com/survey_responses/activebatch-review-13067756) --- **"[ActiveBatch - A Powerful Engine for Enterprise Automation](https://www.g2.com/survey_responses/activebatch-review-12913044)"** **Rating:** 5.0/5.0 stars *— Mahesh K.* [Read full review](https://www.g2.com/survey_responses/activebatch-review-12913044) --- #### What Are G2 Users Discussing About ActiveBatch? - [What is ActiveBatch Workload Automation used for?](https://www.g2.com/discussions/what-is-activebatch-workload-automation-used-for) - [What is stonebranch?](https://www.g2.com/discussions/activebatch-workload-automation-what-is-stonebranch) - [What is active batch scheduler?](https://www.g2.com/discussions/what-is-active-batch-scheduler) - [What is Control M workload automation?](https://www.g2.com/discussions/what-is-control-m-workload-automation) - [What is workload automation software?](https://www.g2.com/discussions/activebatch-workload-automation-what-is-workload-automation-software) ### 6. [Astro by Astronomer](https://www.g2.com/products/astro-by-astronomer/reviews) For data teams looking to increase the availability of trusted data, Astronomer provides Astro, the modern data orchestration platform, powered by Airflow. Astro enables data engineers, data scientists, and data analysts to build, run, and observe pipelines-as-code. Astronomer is the driving force behind Apache Airflow™, the de facto standard for expressing data flows as code. Airflow is downloaded more than 31 million times each month and is used by hundreds of thousands of teams around the world. **Average Rating:** 4.5/5.0 **Total Reviews:** 135 **How Do G2 Users Rate Astro by Astronomer?** - **Proactive Workflow:** 8.1/10 (Category avg: 8.6/10) - **Workload Processing:** 9.0/10 (Category avg: 9.0/10) - **Scalability:** 8.9/10 (Category avg: 8.7/10) - **Has the product been a good partner in doing business?:** 9.0/10 (Category avg: 8.9/10) **Who Is the Company Behind Astro by Astronomer?** - **Seller:** [Astronomer](https://www.g2.com/sellers/astronomer) - **Company Website:** https://www.astronomer.io/ - **Year Founded:** 2018 - **HQ Location:** New York, US - **Twitter:** @astronomerio (19,697 Twitter followers) - **LinkedIn® Page:** https://www.linkedin.com/company/10019299 (4,572 employees on LinkedIn®) **Who Uses This Product?** - **Who Uses This:** Data Engineer, Senior Data Engineer - **Top Industries:** Information Technology and Services, Financial Services - **Company Size:** 47% Mid-Market, 38% Enterprise #### What Are Astro by Astronomer's Pros and Cons? **Pros:** - Ease of Use (25 reviews) - Efficiency Improvement (14 reviews) - User Interface (13 reviews) - Automation (11 reviews) - Deployment Ease (10 reviews) **Cons:** - Expensive (8 reviews) - Learning Difficulty (8 reviews) - Learning Curve (6 reviews) - Difficult Learning (5 reviews) - Feature Limitations (5 reviews) ### What Do G2 Reviewers Say About Astro by Astronomer? *AI-generated summary from verified user reviews* **Pros:** - Users highlight the **ease of use** of Astro, with intuitive UI and seamless Slack integration for monitoring. - Users appreciate the **efficiency improvement** of Astro, enhancing workflow management and saving valuable time. - Users appreciate the **intuitive user interface** of Astro, simplifying complex workflows and enhancing team collaboration. - Users love the **automation capabilities** of Astro by Astronomer, enhancing efficiency in data orchestration and monitoring. - Users value the **deployment ease** of Astro by Astronomer, streamlining Airflow and ensuring reliable data pipeline management. **Cons:** - Users express concerns over Astro by Astronomer's **high pricing** and lack of transparency, particularly for smaller teams. - Users report a **steep learning curve** for new team members, requiring significant time for adaptation and training. - Users struggle with a **steep learning curve** , making adaptation and training for Astro challenging for new team members. - Users often find a **steep learning curve** with Astro, requiring extra time for adaptation and training for new users. - Users find the **limited customization** of Astro restrictive, especially compared to self-hosted Airflow options. #### What Are Recent G2 Reviews of Astro by Astronomer? **"[Excellent developer and customer experience](https://www.g2.com/survey_responses/astro-by-astronomer-review-8428848)"** **Rating:** 5.0/5.0 stars *— Juan Roberto H.* [Read full review](https://www.g2.com/survey_responses/astro-by-astronomer-review-8428848) --- **"[Asro literally assists in data engineering work, making it easier and more productive.](https://www.g2.com/survey_responses/astro-by-astronomer-review-8519803)"** **Rating:** 5.0/5.0 stars *— Lakshminarayanan K.* [Read full review](https://www.g2.com/survey_responses/astro-by-astronomer-review-8519803) --- #### What Are G2 Users Discussing About Astro by Astronomer? - [What is your experience with Astro by Astronomer for data orchestration, and what challenges have you faced?](https://www.g2.com/discussions/what-is-your-experience-with-astro-by-astronomer-for-data-orchestration-and-what-challenges-have-you-faced) - [What is Astro by Astronomer used for?](https://www.g2.com/discussions/what-is-astro-by-astronomer-used-for) ### 7. [MindCloud](https://www.g2.com/products/mindcloud/reviews) MindCloud is an enterprise-grade integration platform as a service (iPaaS) that enables organizations to streamline, automate, and scale mission-critical business processes. By leveraging modern APIs, prebuilt connectors, and a user-friendly no-code interface, MindCloud simplifies software integration and removes the traditional trade-off between powerful functionality and ease of use. The platform provides secure, reliable connectivity across CRM, ERP, HRIS, accounting, and other operational systems, allowing teams to orchestrate complex workflows and unify data without extensive engineering resources. With MindCloud, organizations can synchronize data in real time, automate cross-application workflows, and standardize API-driven processes across their technology stack. Common use cases include financial and accounting automation, employee onboarding across HR and payroll systems, e-commerce and fulfillment integrations, and unified customer data management supporting sales, service, and marketing operations. The platform’s flexible design makes it ideal for both straightforward integrations and large-scale digital transformation initiatives. For organizations seeking additional support, MindCloud provides a fully managed, white-glove integration service that includes scoping, architectural design, implementation, monitoring, and ongoing optimization. This ensures reliable execution and reduces operational overhead, allowing internal teams to focus on high-value strategic work rather than troubleshooting complex data workflows. MindCloud’s modern architecture is built to scale alongside evolving enterprise environments. AI-assisted features automatically surface insights, optimize performance, and mitigate operational risks, while preconfigured connectors accelerate deployment timelines and reduce development costs. By prioritizing reliability, adaptability, security, and ease of use, MindCloud empowers organizations to manage, monitor, and evolve critical integrations effectively—from initial setup through long-term operations—making it a comprehensive solution for enterprise integration and automation. **Average Rating:** 4.9/5.0 **Total Reviews:** 56 **How Do G2 Users Rate MindCloud?** - **Proactive Workflow:** 9.5/10 (Category avg: 8.6/10) - **Workload Processing:** 9.7/10 (Category avg: 9.0/10) - **Scalability:** 9.6/10 (Category avg: 8.7/10) - **Has the product been a good partner in doing business?:** 9.6/10 (Category avg: 8.9/10) **Who Is the Company Behind MindCloud?** - **Seller:** [MindCloud](https://www.g2.com/sellers/mindcloud) - **Company Website:** https://mindcloud.co/ - **Year Founded:** 2021 - **HQ Location:** Clearwater, US - **LinkedIn® Page:** https://www.linkedin.com/company/yourmindcloud/ (66 employees on LinkedIn®) **Who Uses This Product?** - **Top Industries:** Manufacturing - **Company Size:** 54% Small-Business, 36% Mid-Market #### What Are MindCloud's Pros and Cons? **Pros:** - Customer Support (28 reviews) - Integration Capabilities (27 reviews) - Integrations (23 reviews) - Easy Integrations (20 reviews) - Ease of Use (19 reviews) **Cons:** - Learning Curve (5 reviews) - Learning Difficulty (5 reviews) - Difficult Learning (4 reviews) - Difficult Setup (4 reviews) - Poor Customer Support (4 reviews) ### What Do G2 Reviewers Say About MindCloud? *AI-generated summary from verified user reviews* **Pros:** - Users praise **MindCloud's exceptional customer support** , highlighting responsive and knowledgeable assistance that enhances the overall experience. - Users commend MindCloud's **seamless integration capabilities** , significantly boosting efficiency and simplifying workflows across applications. - Users rave about the **quick turnaround and cost-effective integrations** offered by MindCloud, enhancing their operational efficiency. - Users value the **easy integrations** with MindCloud, appreciating quick deployment and helpful support throughout the process. - Users find MindCloud to be **user-friendly** , simplifying complex processes and enhancing operational efficiency effortlessly. **Cons:** - Users note a **steep learning curve** with MindCloud, requiring significant time and effort to master the platform. - Users note a steep **learning curve** that may delay setup and requires time for comfortable usage. - Users face a **difficult learning curve** with MindCloud, requiring time and effort to adapt effectively to the platform. - Users find the **difficult setup** of MindCloud to be time-consuming, causing project delays and complications. - Users experience **poor customer support** from MindCloud, struggling with communication and slow issue resolution. #### What Are Recent G2 Reviews of MindCloud? **"[Reliable Integrations Backed by Exceptional Customer Support](https://www.g2.com/survey_responses/mindcloud-review-12900164)"** **Rating:** 5.0/5.0 stars *— Jerome C.* [Read full review](https://www.g2.com/survey_responses/mindcloud-review-12900164) --- **"[Responsive, Thorough Team and a User-Friendly Portal at MindCloud](https://www.g2.com/survey_responses/mindcloud-review-12880405)"** **Rating:** 5.0/5.0 stars *— Erica D.* [Read full review](https://www.g2.com/survey_responses/mindcloud-review-12880405) --- ### 8. [Stonebranch](https://www.g2.com/products/stonebranch/reviews) The Stonebranch Workload Automation solution, part of our Universal Automation Center platform, helps organizations automate, manage, and orchestrate their IT processes - across hybrid IT environments. 1. Workflow Orchestration and Automation: Holistically control scripts, jobs, tasks, and IT processes running across your on-prem, hybrid cloud, and/or multi-cloud environments. 2. Real-Time Automation: With our event-driven automation technology, it is now possible to achieve real-time automation across your entire hybrid IT environment. 3. Self-Service Automation: With a focus on ease-of-use, you can empower your workforce with self-service automation using member roles and permissions. 4. BI & Analytics: Centralize operational control and insight with proactive monitoring, reporting, and alerts. Product Features: - Drag-and-drop Workflow Creation: You don’t have to be a developer to create automation. Custom scripting is a thing of the past. Easily create workflows with an intuitive drag-and-drop user interface. - DevOps enabled: Align priorities between IT Ops and DevOps with Jobs-as-Code, Infrastructure-as-Code, and bundle-and-promote features. - Limitless 3rd Party Integrations: Integrate into any platform or application from the mainframe to the cloud. Use pre-packaged integrations, build your own, or download integration blueprints from the community-driven opensource marketplace. - Available on-premises or as a SaaS-based deployment, the UAC is a modern platform built to scale with your business. **Average Rating:** 4.5/5.0 **Total Reviews:** 125 **How Do G2 Users Rate Stonebranch?** - **Proactive Workflow:** 8.6/10 (Category avg: 8.6/10) - **Workload Processing:** 8.9/10 (Category avg: 9.0/10) - **Scalability:** 8.6/10 (Category avg: 8.7/10) - **Has the product been a good partner in doing business?:** 9.0/10 (Category avg: 8.9/10) **Who Is the Company Behind Stonebranch?** - **Seller:** [Stonebranch, Inc](https://www.g2.com/sellers/stonebranch-inc) - **Company Website:** https://www.stonebranch.com - **Year Founded:** 1999 - **HQ Location:** Alpharetta, GA - **Twitter:** @Stonebranch (1,181 Twitter followers) - **LinkedIn® Page:** https://www.linkedin.com/company/71261/ (174 employees on LinkedIn®) **Who Uses This Product?** - **Who Uses This:** Software Engineer - **Top Industries:** Information Technology and Services, Insurance - **Company Size:** 53% Enterprise, 31% Mid-Market #### What Are Stonebranch's Pros and Cons? **Pros:** - Ease of Use (24 reviews) - Automation (17 reviews) - Customer Support (12 reviews) - Workflow Automation (11 reviews) - Workflow Management (10 reviews) **Cons:** - Complexity (16 reviews) - Difficult Learning (7 reviews) - Poor Documentation (7 reviews) - Learning Curve (5 reviews) - Complex Setup (4 reviews) ### What Do G2 Reviewers Say About Stonebranch? *AI-generated summary from verified user reviews* **Pros:** - Users commend the **ease of use** of Stonebranch, finding it intuitive and accessible for both new and experienced users. - Users appreciate the **automation features** of Stonebranch, which simplify workflow management and enhance productivity significantly. - Users value the **responsive and helpful customer support** from Stonebranch, enhancing the integration and user experience. - Users praise Stonebranch for its **user-friendly workflow automation** , enabling efficient job scheduling and monitoring for all skill levels. - Users love the **user-friendly workflow management** of Stonebranch, which simplifies job scheduling and enhances productivity. **Cons:** - Users find the **complexity** of Stonebranch's UI overwhelming, with unnecessary options and unclear documentation hampering usability. - Users find the **difficult learning curve** for Stonebranch challenging, especially in complex environments with many configuration options. - Users struggle with **poor documentation** , finding it unclear and overwhelming, particularly for new administrators. - Users find the **learning curve steep** due to a complex interface and challenging training resources, hindering effective use. - Users find the **complex setup** process of Stonebranch challenging, impeding smooth onboarding and navigation for new users. #### What Are Recent G2 Reviews of Stonebranch? **"[Great Performance That Speeds Up Client Feed Onboarding](https://www.g2.com/survey_responses/stonebranch-review-12703027)"** **Rating:** 4.5/5.0 stars *— Verified User in Information Technology and Services* [Read full review](https://www.g2.com/survey_responses/stonebranch-review-12703027) --- **"[Streamlines IT Automation with Ease](https://www.g2.com/survey_responses/stonebranch-review-12679840)"** **Rating:** 5.0/5.0 stars *— Jeff V.* [Read full review](https://www.g2.com/survey_responses/stonebranch-review-12679840) --- #### What Are G2 Users Discussing About Stonebranch? - [How has Stonebranch supported your IT automation efforts, and what do you recommend for those considering it?](https://www.g2.com/discussions/how-has-stonebranch-supported-your-it-automation-efforts-and-what-do-you-recommend-for-those-considering-it) - [What is Stonebranch used for?](https://www.g2.com/discussions/what-is-stonebranch-used-for) - 1 comment - [What does Stonebranch do?](https://www.g2.com/discussions/what-does-stonebranch-do) - 1 comment, 1 upvote - [What is workload automation software?](https://www.g2.com/discussions/stonebranch-what-is-workload-automation-software) - 1 comment, 1 upvote - [What is Enterprise Scheduling?](https://www.g2.com/discussions/what-is-enterprise-scheduling) - 1 comment, 1 upvote ### 9. [IBM Storage Scale](https://www.g2.com/products/ibm-storage-scale/reviews) IBM Spectrum Scale is a multi-protocol, high-performance, highly available, clustered file system and associated management software. IBM Spectrum Scale can scale in several dimensions, including performance (bandwidth and IOPS), capacity, and number of nodes (instances) that can mount the file system. IBM Spectrum Scale addresses the capacity and performance requirements to support modern scale-out applications such as AI/ML/DL with multi-cloud support. The latest version of IBM Spectrum Scale delivers an unprecedented, world-class level of performance for file storage. The improvements were driven by the demands of providing the storage software for the world’s most powerful supercomputer, the US Department of Energy Summit system at the Oak Ridge National Laboratory. Those same innovations are now available to commercial customers, and include major improvements across the product, including performance, space efficiency, improved installation and setup, more powerful GUI and improved security to help organizations address new regulations such as GDPR. **Average Rating:** 4.3/5.0 **Total Reviews:** 11 **How Do G2 Users Rate IBM Storage Scale?** - **Workload Processing:** 6.7/10 (Category avg: 9.0/10) - **Scalability:** 8.9/10 (Category avg: 8.7/10) - **Has the product been a good partner in doing business?:** 8.5/10 (Category avg: 8.9/10) **Who Is the Company Behind IBM Storage Scale?** - **Seller:** [IBM](https://www.g2.com/sellers/ibm) - **Year Founded:** 1911 - **HQ Location:** Armonk, New York, United States - **Twitter:** @IBMSecurity (74,660 Twitter followers) - **LinkedIn® Page:** https://www.linkedin.com/company/1009/ (328,202 employees on LinkedIn®) - **Ownership:** SWX:IBM **Who Uses This Product?** - **Company Size:** 59% Enterprise, 35% Small-Business #### What Are Recent G2 Reviews of IBM Storage Scale? **"[More than a file system - a data management platform](https://www.g2.com/survey_responses/ibm-storage-scale-review-4404517)"** **Rating:** 4.5/5.0 stars *— Antony S.* [Read full review](https://www.g2.com/survey_responses/ibm-storage-scale-review-4404517) --- **"[Spectrum Scale Status](https://www.g2.com/survey_responses/ibm-storage-scale-review-5445987)"** **Rating:** 4.5/5.0 stars *— Verified User in Insurance* [Read full review](https://www.g2.com/survey_responses/ibm-storage-scale-review-5445987) --- #### What Are G2 Users Discussing About IBM Storage Scale? - [What is IBM spectrum accelerate?](https://www.g2.com/discussions/what-is-ibm-spectrum-accelerate) - [What is the relationship between spectrum scale and ESS?](https://www.g2.com/discussions/what-is-the-relationship-between-spectrum-scale-and-ess) - [What are the main use cases for IBM spectrum discover?](https://www.g2.com/discussions/what-are-the-main-use-cases-for-ibm-spectrum-discover) - [What does IBM Spectrum Scale do?](https://www.g2.com/discussions/what-does-ibm-spectrum-scale-do) ### 10. [kestra](https://www.g2.com/products/kestra-technologies-kestra/reviews) Kestra is an open-source workflow orchestration and automation platform that enables organizations to define, schedule, and monitor both event-driven and time-based workflows. It brings Infrastructure-as-Code principles to orchestration, allowing teams to manage processes through YAML definitions or an intuitive user interface. Kestra is designed for data engineers, developers, and DevOps teams who need to automate data pipelines, integrate distributed systems, or coordinate multi-step workflows across hybrid or cloud environments. Core Capabilities Declarative orchestration: Workflows are defined in YAML and automatically synchronized with changes made through the UI or API. Event-driven and scheduled triggers: Supports automation initiated by timers or external events such as file arrivals, API calls, or message queues (Kafka, Redis, Pulsar, AMQP, MQTT, NATS, AWS SQS, Google Pub/Sub, Azure Event Hubs). Visual workflow design: Build and modify workflows directly in the browser with syntax validation, auto-completion, and real-time DAG visualization. Scalability and resilience: Distributed architecture provides high availability, fault tolerance, retries, and backfill management for millions of executions. Plugin ecosystem: Hundreds of integrations for databases, APIs, cloud platforms, and languages including Python, Node.js, Go, R, and Shell. Key Benefits Unified orchestration layer: Manage scheduled and event-based workflows in one system instead of maintaining separate schedulers or automation tools. Version control integration: Workflows can be stored in Git repositories, supporting CI/CD pipelines and Terraform for Infrastructure-as-Code management. Multi-environment flexibility: Deploy locally, in containers, or across Kubernetes clusters and major cloud providers (AWS, GCP, Azure). Observability and notifications: Track executions, manage inputs and outputs, and send alerts via Slack, PagerDuty, or email. Extensibility: Users can develop custom plugins to extend functionality and standardize internal operations. Typical Use Cases Data orchestration: Build and schedule ETL pipelines, batch or streaming data processes, and big-data workflows with tools like Spark and BigQuery. AI and ML automation: Coordinate model training, evaluation, and deployment workflows. Infrastructure automation: Replace cron jobs or legacy schedulers with declarative, event-driven execution. Microservice coordination: Connect APIs and services into reliable end-to-end processes. Getting Started Kestra can be launched locally in one command using Docker or deployed in production environments with Docker Compose, Kubernetes, or AWS CloudFormation. Users can create and run their first “Hello World” workflow in minutes via the built-in editor or API. Community and Support Kestra is distributed under the Apache 2.0 License and maintained by an active open-source community. **Average Rating:** 4.6/5.0 **Total Reviews:** 24 **How Do G2 Users Rate kestra?** - **Proactive Workflow:** 10.0/10 (Category avg: 8.6/10) - **Workload Processing:** 9.8/10 (Category avg: 9.0/10) - **Scalability:** 10.0/10 (Category avg: 8.7/10) - **Has the product been a good partner in doing business?:** 10.0/10 (Category avg: 8.9/10) **Who Is the Company Behind kestra?** - **Seller:** [Kestra Technologies](https://www.g2.com/sellers/kestra-technologies) - **Year Founded:** 2022 - **HQ Location:** Paris, FR - **Twitter:** @kestra_io (3,146 Twitter followers) - **LinkedIn® Page:** https://www.linkedin.com/company/kestra/ (67 employees on LinkedIn®) **Who Uses This Product?** - **Top Industries:** Computer Software - **Company Size:** 83% Small-Business, 8% Mid-Market #### What Are kestra's Pros and Cons? **Pros:** - Centralized Management (1 reviews) - Customer Support (1 reviews) - Customization (1 reviews) - Data Security (1 reviews) - Documentation (1 reviews) **Cons:** - Alert Overload (1 reviews) - UX Improvement (1 reviews) ### What Do G2 Reviewers Say About kestra? *AI-generated summary from verified user reviews* **Pros:** - Users value the **centralized management** features of Kestra, enhancing collaboration and streamlining workflow integration across teams. - Users commend Kestra for its **responsive support** , excellent documentation, and role in enhancing collaboration and efficiency. - Users value the **customization options** in Kestra, enhancing collaboration and integration within diverse data workflows. - Users commend Kestra for its **exceptional data security** , enhancing collaboration and reliability in data and automation pipelines. - Users praise the **excellent documentation** of Kestra, which supports easy growth and aids in efficient tool usage. **Cons:** - Users find the **alert overload** in Kestra's UI overwhelming and hard to filter effectively. - Users find the **UI overwhelming** , particularly in the Logging/Task Runs menu, which complicates navigation and filtering. #### What Are Recent G2 Reviews of kestra? **"[The Adamantium to my fragile AI pipeline](https://www.g2.com/survey_responses/kestra-review-12931708)"** **Rating:** 4.5/5.0 stars *— Khushal A.* [Read full review](https://www.g2.com/survey_responses/kestra-review-12931708) --- **"[Exceptional Orchestration for Resilient, Self-Healing Data Pipelines](https://www.g2.com/survey_responses/kestra-review-12935633)"** **Rating:** 4.0/5.0 stars *— Deemanth G.* [Read full review](https://www.g2.com/survey_responses/kestra-review-12935633) --- ### 11. [PagerDuty](https://www.g2.com/products/pagerduty/reviews) PagerDuty helps organizations of all sizes deliver seamless digital experiences by providing real-time insights and automation through the PagerDuty Operations Cloud. Designed to manage critical incidents, PagerDuty enables teams to detect, assess, and resolve issues faster, preventing downtime and ensuring business continuity. Key Features and Product Functionality PagerDuty Operations Cloud is the heart of our platform, providing proactive incident response, on-call management, automated workflows, and AI-powered insights. With seamless integrations to over 700 tools, including monitoring and collaboration platforms, PagerDuty helps teams centralize their operations to improve service reliability and avoid disruption. What Makes us Different PagerDuty empowers teams to solve critical problems quickly and efficiently, enhancing operational resilience and improving overall performance. Trusted by leading organizations, the Operations Cloud is uniquely built to handle the complexities of today’s digital businesses. Our ability to deliver real-time incident resolution sets us apart, giving IT leaders and CIOs the confidence to maintain always-on services. Get Started Experience the power of the PagerDuty Operations Cloud. Learn more and start your free trial at www.pagerduty.com/free-trial **Average Rating:** 4.5/5.0 **Total Reviews:** 944 **How Do G2 Users Rate PagerDuty?** - **Proactive Workflow:** 9.6/10 (Category avg: 8.6/10) - **Workload Processing:** 9.7/10 (Category avg: 9.0/10) - **Scalability:** 9.5/10 (Category avg: 8.7/10) - **Has the product been a good partner in doing business?:** 8.9/10 (Category avg: 8.9/10) **Who Is the Company Behind PagerDuty?** - **Seller:** [PagerDuty](https://www.g2.com/sellers/pagerduty) - **Company Website:** https://www.pagerduty.com/ - **Year Founded:** 2009 - **HQ Location:** San Francisco, CA - **Twitter:** @pagerduty (24,689 Twitter followers) - **LinkedIn® Page:** https://www.linkedin.com/company/482819/ (1,267 employees on LinkedIn®) **Who Uses This Product?** - **Who Uses This:** Software Engineer, Senior Software Engineer - **Top Industries:** Information Technology and Services, Computer Software - **Company Size:** 43% Mid-Market, 38% Enterprise #### What Are PagerDuty's Pros and Cons? **Pros:** - Alert Notifications (21 reviews) - Alerting System (19 reviews) - Alert Management (17 reviews) - Ease of Use (15 reviews) - Easy Integrations (15 reviews) **Cons:** - Alert Issues (12 reviews) - Expensive (8 reviews) - Complexity (7 reviews) - Inefficient Alert System (7 reviews) - Complex UI (6 reviews) ### What Do G2 Reviewers Say About PagerDuty? *AI-generated summary from verified user reviews* **Pros:** - Users value the **automated and priority-based notifications** from PagerDuty, enhancing incident response and reducing resolution time. - Users value the **automated and priority-based notifications** of PagerDuty, ensuring timely responses and reducing downtime. - Users praise the **ease of integration and reliable management** of alerts with PagerDuty's intuitive features. - Users appreciate the **ease of use** of PagerDuty, enjoying intuitive features and seamless incident management. - Users value the **easy integrations** with various tools like Slack and AWS, enhancing collaboration and incident management. **Cons:** - Users find the **alert issues** in PagerDuty lead to confusion and limits on workflow customization, impacting efficiency. - Users find the **pricing to be high** , especially for small teams and features that should be included in one plan. - Users find the **complexity of the interface** in PagerDuty challenging, particularly for new users navigating the system. - Users often find the **inefficient alert system** overwhelming, leading to unnecessary disruptions and complexity in management. - Users find the **UI complex** and sometimes clunky, especially challenging for new users navigating through it. #### What Are Recent G2 Reviews of PagerDuty? **"[Technical efficiency approach](https://www.g2.com/survey_responses/pagerduty-review-12856233)"** **Rating:** 4.0/5.0 stars *— Johnny C.* [Read full review](https://www.g2.com/survey_responses/pagerduty-review-12856233) --- **"[Reliable paging that keeps our Azure on-call rotation sane](https://www.g2.com/survey_responses/pagerduty-review-12831402)"** **Rating:** 4.5/5.0 stars *— Nik H.* [Read full review](https://www.g2.com/survey_responses/pagerduty-review-12831402) --- #### What Are G2 Users Discussing About PagerDuty? - [What is PagerDuty used for?](https://www.g2.com/discussions/what-is-pagerduty-used-for) - 2 comments - [Who are PagerDuty competitors?](https://www.g2.com/discussions/who-are-pagerduty-competitors) - [How much does PagerDuty cost?](https://www.g2.com/discussions/how-much-does-pagerduty-cost) - 1 comment - [Who uses PagerDuty?](https://www.g2.com/discussions/who-uses-pagerduty) - [What is PagerDuty software?](https://www.g2.com/discussions/what-is-pagerduty-software) ### 12. [AutoSys Workload Automation](https://www.g2.com/products/autosys-workload-automation/reviews) AutoSys Workload Automation is a comprehensive solution designed to centralize and simplify the management of complex workloads across diverse platforms, including physical, virtual, and multi-cloud environments. By providing a single point of control, AutoSys enhances visibility and control over enterprise workloads, ensuring consistent and reliable service delivery. Key Features and Functionality: - Event-Driven Automation: AutoSys offers built-in event sensors for various triggers such as JMX, JMS, file events, IP monitoring, and more. This enables the system to detect inputs, validate them against configured rules, and respond with appropriate actions, facilitating sophisticated automation policies based on business events. - Scalability: The solution is designed for extreme scalability without the need for multiple server instances, allowing centralized monitoring and control of workloads across diverse environments. - Self-Service Capabilities: End-users can manage and monitor their workloads through intuitive interfaces, reducing dependency on IT teams and accelerating response times. - Advanced Integrations: AutoSys supports integration with various cloud services, including Amazon S3, Google Cloud Storage, and IBM Cloud Object Storage, enabling seamless automation of data movement and processing tasks. - Enhanced Security: With support for SAML 2.0, AutoSys provides single sign-on (SSO) capabilities for its web interface, simplifying authentication processes and enhancing security protocols. Primary Value and User Solutions: AutoSys Workload Automation addresses the challenges of managing complex, distributed workloads by offering a unified platform that enhances operational efficiency and reduces the cost and complexity associated with workload management. Its event-driven automation and predictive analytics capabilities enable organizations to proactively identify and mitigate potential risks to service levels, ensuring high availability and performance of critical business processes. By providing self-service options and advanced integrations, AutoSys empowers users to streamline operations, improve resource utilization, and achieve greater agility in responding to business needs. **Average Rating:** 4.4/5.0 **Total Reviews:** 50 **How Do G2 Users Rate AutoSys Workload Automation?** - **Proactive Workflow:** 8.3/10 (Category avg: 8.6/10) - **Workload Processing:** 9.2/10 (Category avg: 9.0/10) - **Scalability:** 9.0/10 (Category avg: 8.7/10) - **Has the product been a good partner in doing business?:** 9.3/10 (Category avg: 8.9/10) **Who Is the Company Behind AutoSys Workload Automation?** - **Seller:** [Broadcom](https://www.g2.com/sellers/broadcom-ab3091cd-4724-46a8-ac89-219d6bc8e166) - **Year Founded:** 1991 - **HQ Location:** San Jose, CA - **Twitter:** @broadcom (63,909 Twitter followers) - **LinkedIn® Page:** https://www.linkedin.com/company/broadcom/ (55,094 employees on LinkedIn®) - **Ownership:** NASDAQ: CA **Who Uses This Product?** - **Top Industries:** Information Technology and Services, Banking - **Company Size:** 78% Enterprise, 14% Small-Business #### What Are AutoSys Workload Automation's Pros and Cons? **Pros:** - Automation (1 reviews) - Data Visualization (1 reviews) - Ease of Use (1 reviews) - User Interface (1 reviews) **Cons:** - Outdated Interface (1 reviews) ### What Do G2 Reviewers Say About AutoSys Workload Automation? *AI-generated summary from verified user reviews* **Pros:** - Users value the **automation-as-code capabilities** of AutoSys, enhancing their workflow efficiency and ease of use. - Users value the **intuitive web UI** of AutoSys, enhancing their ability to visualize and monitor complex workflows effortlessly. - Users find the **ease of use** of AutoSys Workload Automation enhances their ability to manage complex processes efficiently. - Users value the **intuitive web UI** for its ease, aiding both technical and business users in process monitoring. **Cons:** - Users find the **outdated interface** lacking in graphical clarity, impacting their overall experience with AutoSys Workload Automation. #### What Are Recent G2 Reviews of AutoSys Workload Automation? **"[Autosys: Rock-Solid Enterprise Scheduling with Reliable Performance](https://www.g2.com/survey_responses/autosys-workload-automation-review-12679168)"** **Rating:** 4.5/5.0 stars *— Gaurav G.* [Read full review](https://www.g2.com/survey_responses/autosys-workload-automation-review-12679168) --- **"[Autosys User](https://www.g2.com/survey_responses/autosys-workload-automation-review-6816240)"** **Rating:** 4.5/5.0 stars *— Rupali M.* [Read full review](https://www.g2.com/survey_responses/autosys-workload-automation-review-6816240) --- #### What Are G2 Users Discussing About AutoSys Workload Automation? - [What is Autosys?](https://www.g2.com/discussions/what-is-autosys) - [What is CA workload automation used for?](https://www.g2.com/discussions/what-is-ca-workload-automation-used-for) - [What is Autosys software?](https://www.g2.com/discussions/what-is-autosys-software) - [What is workload automation software?](https://www.g2.com/discussions/what-is-workload-automation-software) ### 13. [ANOW! Suite](https://www.g2.com/products/anow-suite/reviews) ANOW! Suite is a comprehensive Workload Automation, Orchestration, and Observability platform developed by Beta Systems, specifically designed to streamline and enhance enterprise operations across diverse environments. This solution caters to organizations seeking to optimize their workflows, ensuring that processes run smoothly, from traditional on-premises mainframes to modern cloud infrastructures. By providing a unified approach to managing workloads, ANOW! Suite empowers businesses to maintain efficiency and adaptability in an increasingly complex technological landscape. ANOW! Suite is particularly beneficial for organizations that operate in heterogeneous environments. These may include businesses with a mix of legacy systems and contemporary cloud solutions. The platform's versatility allows it to integrate seamlessly with existing infrastructure, making it an ideal choice for enterprises looking to modernize their operations without the need for extensive overhauls. One of the standout benefits of ANOW! Suite is the end-to-end visibility and control over enterprise processes. This capability allows users to monitor and manage workflows in real time, ensuring that any issues can be quickly identified and addressed. Additionally, the platform offers low-code/no-code integration capabilities, which enable users to create custom workflows without requiring extensive programming knowledge. This feature significantly reduces the time and resources needed for implementation, making it accessible to a wider range of users within an organization. Furthermore, ANOW! Suite is designed to accelerate processing speeds by 20-40%, contributing to enhanced operational efficiency. This performance boost, combined with the potential for up to a 55% reduction in total cost of ownership (TCO), positions the platform as a cost-effective solution for enterprises. With its emphasis on compliance, transparency, and efficient resource management, ANOW! Suite not only meets the demands of modern businesses but also provides the flexibility needed to adapt to evolving market conditions. Trusted by enterprises worldwide, it stands as a robust choice for organizations aiming to optimize their workload management and orchestration processes. **Average Rating:** 4.3/5.0 **Total Reviews:** 43 **How Do G2 Users Rate ANOW! Suite?** - **Proactive Workflow:** 8.3/10 (Category avg: 8.6/10) - **Workload Processing:** 9.7/10 (Category avg: 9.0/10) - **Scalability:** 8.1/10 (Category avg: 8.7/10) - **Has the product been a good partner in doing business?:** 9.3/10 (Category avg: 8.9/10) **Who Is the Company Behind ANOW! Suite?** - **Seller:** [Beta Systems Software AG](https://www.g2.com/sellers/beta-systems-software-ag-b1443673-394c-46ac-b09d-c606d5372178) - **Company Website:** https://www.betasystems.com/ - **Year Founded:** 1983 - **HQ Location:** Berlin, DE - **LinkedIn® Page:** https://www.linkedin.com/company/beta-systems-software-ag (361 employees on LinkedIn®) - **Phone:** +49 (0) 30 72 61 18 0 **Who Uses This Product?** - **Top Industries:** Information Technology and Services - **Company Size:** 50% Small-Business, 27% Mid-Market #### What Are ANOW! Suite's Pros and Cons? **Pros:** - Centralized Management (2 reviews) - Ease of Use (2 reviews) - Process Simplification (2 reviews) - Real-time Monitoring (2 reviews) - Workflow Management (2 reviews) **Cons:** - Difficult Learning (2 reviews) - Beginner Unfriendliness (1 reviews) - Complexity (1 reviews) - Cost Issues (1 reviews) - Difficult Setup (1 reviews) ### What Do G2 Reviewers Say About ANOW! Suite? *AI-generated summary from verified user reviews* **Pros:** - Users value the **centralized management** in ANOW! Suite, streamlining reporting, tracking, and automating tasks efficiently. - Users value the **intuitive interface** of ANOW! Suite, greatly enhancing their daily workflow and organization. - Users love the **process simplification** of ANOW! Suite, enjoying streamlined workflows and enhanced task organization. - Users value the **real-time monitoring** of ANOW! Suite, enhancing visibility and streamlining workflow management significantly. - Users appreciate how ANOW! Suite provides **streamlined workflow management** , simplifying complex tasks and enhancing productivity. **Cons:** - Users find ANOW! Suite has a **difficult learning curve** , particularly due to confusing terms and cumbersome structures. - Users find ANOW! Suite to have **beginner unfriendliness** , presenting challenges in understanding terms and navigating the platform. - Users find the **complexity** of ANOW! Suite cumbersome, struggling with rigid structures and unsuitable canned options. - Users find the **cost per user high** , particularly burdensome for smaller businesses trying to manage expenses. - Users find the **difficult setup** of ANOW! Suite challenging initially, though resources and support help mitigate the issue. #### What Are Recent G2 Reviews of ANOW! Suite? **"[ANOW Centralizes Automation and Monitoring, Saving Us Time! A Reliable Buddy for Workflow Automation](https://www.g2.com/survey_responses/anow-suite-review-13076299)"** **Rating:** 4.5/5.0 stars *— Sneha D.* [Read full review](https://www.g2.com/survey_responses/anow-suite-review-13076299) --- **"[Streamlined Appraisal Workflow, Minor Mobile App Quirks](https://www.g2.com/survey_responses/anow-suite-review-12869732)"** **Rating:** 4.0/5.0 stars *— Ujjal K.* [Read full review](https://www.g2.com/survey_responses/anow-suite-review-12869732) --- ### 14. [IBM Workload Automation](https://www.g2.com/products/ibm-workload-automation/reviews) IBM Workload Automation is a complete solution for batch and real-time workload management, available for distributed mainframe or hosted in the cloud. Use it to drive workloads on hosted servers, at low costs for your central server. **Average Rating:** 4.3/5.0 **Total Reviews:** 13 **How Do G2 Users Rate IBM Workload Automation?** - **Proactive Workflow:** 8.0/10 (Category avg: 8.6/10) - **Workload Processing:** 8.8/10 (Category avg: 9.0/10) - **Scalability:** 8.3/10 (Category avg: 8.7/10) - **Has the product been a good partner in doing business?:** 8.3/10 (Category avg: 8.9/10) **Who Is the Company Behind IBM Workload Automation?** - **Seller:** [IBM](https://www.g2.com/sellers/ibm) - **Year Founded:** 1911 - **HQ Location:** Armonk, New York, United States - **Twitter:** @IBMSecurity (74,660 Twitter followers) - **LinkedIn® Page:** https://www.linkedin.com/company/1009/ (328,202 employees on LinkedIn®) - **Ownership:** SWX:IBM **Who Uses This Product?** - **Top Industries:** Information Technology and Services - **Company Size:** 57% Enterprise, 29% Mid-Market #### What Are Recent G2 Reviews of IBM Workload Automation? **"[Review for IBM Workload Automation](https://www.g2.com/survey_responses/ibm-workload-automation-review-8488300)"** **Rating:** 4.0/5.0 stars *— Kevin S.* [Read full review](https://www.g2.com/survey_responses/ibm-workload-automation-review-8488300) --- **"[Robust, reliable, scalable and easy to use](https://www.g2.com/survey_responses/ibm-workload-automation-review-8647718)"** **Rating:** 5.0/5.0 stars *— Verified User in Information Technology and Services* [Read full review](https://www.g2.com/survey_responses/ibm-workload-automation-review-8647718) --- #### What Are G2 Users Discussing About IBM Workload Automation? - [What is CA workload automation?](https://www.g2.com/discussions/what-is-ca-workload-automation) - [What is HCL workload automation?](https://www.g2.com/discussions/what-is-hcl-workload-automation) - [What is IBM z workload Scheduler?](https://www.g2.com/discussions/what-is-ibm-z-workload-scheduler) - [What is workload automation software?](https://www.g2.com/discussions/ibm-workload-automation-what-is-workload-automation-software) ### 15. [Automic Automation](https://www.g2.com/products/automic-automation/reviews) Automic Automation gives you the agility, speed, visibility and scalability needed to respond to the constantly changing technology landscape. It centrally manages and automates the execution of business processes end-to-end; across mainframe, cloud and hybrid environments in a way that never stops even when doing an upgrade to the next version. **Average Rating:** 4.2/5.0 **Total Reviews:** 12 **How Do G2 Users Rate Automic Automation?** - **Proactive Workflow:** 7.8/10 (Category avg: 8.6/10) - **Workload Processing:** 8.7/10 (Category avg: 9.0/10) - **Scalability:** 8.5/10 (Category avg: 8.7/10) - **Has the product been a good partner in doing business?:** 9.0/10 (Category avg: 8.9/10) **Who Is the Company Behind Automic Automation?** - **Seller:** [Broadcom](https://www.g2.com/sellers/broadcom-ab3091cd-4724-46a8-ac89-219d6bc8e166) - **Year Founded:** 1991 - **HQ Location:** San Jose, CA - **Twitter:** @broadcom (63,909 Twitter followers) - **LinkedIn® Page:** https://www.linkedin.com/company/broadcom/ (55,094 employees on LinkedIn®) - **Ownership:** NASDAQ: CA **Who Uses This Product?** - **Top Industries:** Information Technology and Services - **Company Size:** 73% Enterprise, 33% Mid-Market #### What Are Recent G2 Reviews of Automic Automation? **"[Smart services automation with CA Automic](https://www.g2.com/survey_responses/automic-automation-review-4314543)"** **Rating:** 5.0/5.0 stars *— Alfredo C.* [Read full review](https://www.g2.com/survey_responses/automic-automation-review-4314543) --- **"[IT workload automation](https://www.g2.com/survey_responses/automic-automation-review-6832745)"** **Rating:** 4.5/5.0 stars *— Verified User in Computer Software* [Read full review](https://www.g2.com/survey_responses/automic-automation-review-6832745) --- ### 16. [BMC AMI Ops](https://www.g2.com/products/bmc-ami-ops/reviews) BMC AMI Ops is an AI-driven mainframe operations management solution for IBM Z environments. It helps enterprises monitor, automate, and optimize the performance and availability of mission-critical systems while reducing operational complexity and manual effort. BMC AMI Ops uses real-time monitoring, intelligent automation, and predictive analytics to detect issues early, prioritize actions, and resolve problems faster across z/OS, Db2, IMS, and supporting infrastructure. The solution enables operations teams to shift from reactive monitoring to proactive, service-focused operations. Key capabilities include: - Real-time and predictive monitoring of mainframe workloads and resources - Intelligent automation to reduce manual intervention and operator dependency - Root cause analysis and anomaly detection to accelerate problem resolution - Service-level visibility aligned to business outcomes - On-premises execution that keeps operational data on the mainframe By modernizing mainframe operations with AI and automation, BMC AMI Ops helps organizations improve system reliability, reduce downtime, and operate IBM Z environments more efficiently at scale. **Average Rating:** 4.2/5.0 **Total Reviews:** 38 **How Do G2 Users Rate BMC AMI Ops?** - **Proactive Workflow:** 8.3/10 (Category avg: 8.6/10) - **Workload Processing:** 7.5/10 (Category avg: 9.0/10) - **Scalability:** 8.3/10 (Category avg: 8.7/10) - **Has the product been a good partner in doing business?:** 7.8/10 (Category avg: 8.9/10) **Who Is the Company Behind BMC AMI Ops?** - **Seller:** [BMC Software](https://www.g2.com/sellers/bmc-software) - **Company Website:** https://www.bmc.com - **Year Founded:** 1980 - **HQ Location:** Houston, TX - **Twitter:** @BMCSoftware (47,946 Twitter followers) - **LinkedIn® Page:** https://www.linkedin.com/company/1597/ (8,877 employees on LinkedIn®) **Who Uses This Product?** - **Top Industries:** Banking, Information Technology and Services - **Company Size:** 48% Enterprise, 28% Small-Business #### What Are Recent G2 Reviews of BMC AMI Ops? **"[AI-Driven Mainframe Observability That Predicts Issues and Cuts Costs](https://www.g2.com/survey_responses/bmc-ami-ops-review-12997111)"** **Rating:** 4.0/5.0 stars *— Aswindev P.* [Read full review](https://www.g2.com/survey_responses/bmc-ami-ops-review-12997111) --- **"[Excellent Visibility and Monitoring for Reliable System Performance](https://www.g2.com/survey_responses/bmc-ami-ops-review-12995959)"** **Rating:** 4.0/5.0 stars *— Om V.* [Read full review](https://www.g2.com/survey_responses/bmc-ami-ops-review-12995959) --- #### What Are G2 Users Discussing About BMC AMI Ops? - [What is BMC AMI Ops Automation for Capping used for?](https://www.g2.com/discussions/what-is-bmc-ami-ops-automation-for-capping-used-for) - [What is BMC Compuware ThruPut Manager used for?](https://www.g2.com/discussions/what-is-bmc-compuware-thruput-manager-used-for) - [What is BMC AMI Ops Monitoring used for?](https://www.g2.com/discussions/what-is-bmc-ami-ops-monitoring-used-for) - [What is BMC AMI Capacity and Cost used for?](https://www.g2.com/discussions/what-is-bmc-ami-capacity-and-cost-used-for) - [What is BMC AMI Cost Management used for?](https://www.g2.com/discussions/what-is-bmc-ami-cost-management-used-for) ### 17. [Cron To Go](https://www.g2.com/products/cron-to-go/reviews) Cron To Go allows you to schedule virtually any job on your Heroku applications. You can define schedules using the familiar Unix cron format so that your jobs run multiple times a day, on specific days of the week or of the month. **Average Rating:** 4.8/5.0 **Total Reviews:** 27 **How Do G2 Users Rate Cron To Go?** - **Proactive Workflow:** 10.0/10 (Category avg: 8.6/10) - **Workload Processing:** 9.4/10 (Category avg: 9.0/10) - **Scalability:** 9.2/10 (Category avg: 8.7/10) - **Has the product been a good partner in doing business?:** 9.7/10 (Category avg: 8.9/10) **Who Is the Company Behind Cron To Go?** - **Seller:** [Crazy Ant Labs](https://www.g2.com/sellers/crazy-ant-labs) - **Year Founded:** 2019 - **HQ Location:** Madrid, Community of Madrid - **Twitter:** @ant_labs (49 Twitter followers) - **LinkedIn® Page:** https://www.linkedin.com/company/crazy-ant-labs/ (7 employees on LinkedIn®) **Who Uses This Product?** - **Top Industries:** Computer Software - **Company Size:** 81% Small-Business, 11% Mid-Market #### What Are Cron To Go's Pros and Cons? **Pros:** - Ease of Use (5 reviews) - Job Scheduling (5 reviews) - Scheduling (3 reviews) - Setup Ease (3 reviews) - Ease of Setup (2 reviews) **Cons:** - Limited Features (2 reviews) - Log Management (2 reviews) - Data Limitations (1 reviews) - Expensive (1 reviews) - Inefficient Alert System (1 reviews) ### What Do G2 Reviewers Say About Cron To Go? *AI-generated summary from verified user reviews* **Pros:** - Users love the **ease of use** of Cron To Go, enjoying hassle-free modifications and reliable job monitoring. - Users commend Cron To Go for its **easy job scheduling** , simplifying cron jobs with a user-friendly interface. - Users love the **easy scheduling** features of Cron To Go, simplifying task management without expert assistance. - Users find **setup incredibly easy** with Cron To Go, simplifying the process of managing cron jobs effortlessly. - Users value the **ease of setup** with Cron To Go, enabling independent management of scheduled scripts effortlessly. **Cons:** - Users find the **limited features** of Cron To Go restrictive, especially in job management and customization options. - Users find the **log management inadequate** , as errors may lack sufficient details for effective debugging. - Users note the **low usage data of jobs** , which limits insights and impact on overall effectiveness. - Users find the pricing of Cron To Go to be **expensive** , despite acknowledging its valuable features. - Users find the **inefficient alert system** hinders debugging due to missing logs during job failures. #### What Are Recent G2 Reviews of Cron To Go? **"[A Reliable Tool for Automated Workflows](https://www.g2.com/survey_responses/cron-to-go-review-12964668)"** **Rating:** 5.0/5.0 stars *— Alexandre L.* [Read full review](https://www.g2.com/survey_responses/cron-to-go-review-12964668) --- **"[Very Simple to Use—Lets Data Scientists Work Autonomously](https://www.g2.com/survey_responses/cron-to-go-review-12213679)"** **Rating:** 5.0/5.0 stars *— Verified User in Hospitality* [Read full review](https://www.g2.com/survey_responses/cron-to-go-review-12213679) --- #### What Are G2 Users Discussing About Cron To Go? - [What is Cron To Go used for?](https://www.g2.com/discussions/what-is-cron-to-go-used-for) ### 18. [Digitate](https://www.g2.com/products/digitate/reviews) Launched in 2015, Digitate is a leading provider of SaaS-based autonomous enterprise software, bringing agility, assurance, and resiliency to IT and business operations. Digitate’s flagship offering, ignio™, is an award-winning, AIOps platform that accelerates the automation of IT lifecycle tasks from triaging to resolution. It combines unified observability, AI-powered insights, and closed-loop automation to deliver better visibility and control over business KPIs in hybrid and multi-cloud environments. Further, it enables predictive and preventive operations with intelligent recommendations and self-healing. Our customers span multiple industries and include Fortune 500 companies and global enterprises that are leaders and innovators. Digitate empowers customers every day to innovate and manage workloads, increase business velocity, and deliver superior end-user experiences. **Average Rating:** 4.4/5.0 **Total Reviews:** 130 **How Do G2 Users Rate Digitate?** - **Proactive Workflow:** 7.7/10 (Category avg: 8.6/10) - **Workload Processing:** 8.3/10 (Category avg: 9.0/10) - **Scalability:** 8.0/10 (Category avg: 8.7/10) - **Has the product been a good partner in doing business?:** 8.8/10 (Category avg: 8.9/10) **Who Is the Company Behind Digitate?** - **Seller:** [Digitate](https://www.g2.com/sellers/digitate) - **Company Website:** https://digitate.com/ - **Year Founded:** 2015 - **HQ Location:** Santa Clara, US - **Twitter:** @igniobydigitate (3,763 Twitter followers) - **LinkedIn® Page:** https://www.linkedin.com/company/igniobydigitate/ (345 employees on LinkedIn®) **Who Uses This Product?** - **Who Uses This:** Manager - **Top Industries:** Retail, Pharmaceuticals - **Company Size:** 81% Enterprise, 10% Mid-Market #### What Are Digitate's Pros and Cons? **Pros:** - Artificial Intelligence (20 reviews) - Automation (20 reviews) - Customer Support (10 reviews) - Productivity Improvement (8 reviews) - Alerting System (7 reviews) **Cons:** - Time-Consuming (6 reviews) - Difficult Learning (4 reviews) - Setup Complexity (4 reviews) - Limited Features (3 reviews) - Slow Implementation (3 reviews) ### What Do G2 Reviewers Say About Digitate? *AI-generated summary from verified user reviews* **Pros:** - Users commend the **exceptional AI capabilities** of Digitate, significantly enhancing operational efficiency and analytics. - Users value the **effective automation** capabilities of Digitate, enhancing operational efficiency and reducing manual efforts significantly. - Users value the **knowledgeable customer support** from Digitate, enhancing IT operations with effective assistance and partnership. - Users note the **significant productivity improvements** achieved with Digitate, enhancing operational efficiency and reducing effort. - Users value the **prompt email alert system** of Digitate Ignio for effective monitoring and quick action on issues. **Cons:** - Users find the **implementation process time-consuming** , often requiring more time than initially anticipated due to various complexities. - Users find the **difficult learning** curve of Digitate challenging, impacting the efficiency of implementation and usage. - Users find the **setup complexity** of Digitate challenging, making customization and initial configuration demanding for newcomers. - Users note **limited features** in Digitate, expressing a need for more direct involvement and improved documentation. - Users find the **slow implementation** of Digitate solutions frustrating, expecting quicker resolutions and setup times. #### What Are Recent G2 Reviews of Digitate? **"[Great Performance and Partnership with Digitate](https://www.g2.com/survey_responses/digitate-review-8773703)"** **Rating:** 4.5/5.0 stars *— Halie R.* [Read full review](https://www.g2.com/survey_responses/digitate-review-8773703) --- **"[Enabling Proactive Monitoring and Intelligent Automation](https://www.g2.com/survey_responses/digitate-review-12463195)"** **Rating:** 5.0/5.0 stars *— Amit C.* [Read full review](https://www.g2.com/survey_responses/digitate-review-12463195) --- #### What Are G2 Users Discussing About Digitate? - [What is Digitate used for?](https://www.g2.com/discussions/what-is-digitate-used-for) ### 19. [Prefect](https://www.g2.com/products/prefect/reviews) Prefect is modern workflow orchestration. Build, observe, and react to your data pipelines with a purely Python experience. **Average Rating:** 4.5/5.0 **Total Reviews:** 124 **How Do G2 Users Rate Prefect?** - **Proactive Workflow:** 8.2/10 (Category avg: 8.6/10) - **Workload Processing:** 8.8/10 (Category avg: 9.0/10) - **Scalability:** 8.7/10 (Category avg: 8.7/10) - **Has the product been a good partner in doing business?:** 8.9/10 (Category avg: 8.9/10) **Who Is the Company Behind Prefect?** - **Seller:** [Prefect](https://www.g2.com/sellers/prefect) - **Year Founded:** 2018 - **HQ Location:** Washington, US - **Twitter:** @PrefectIO (6,804 Twitter followers) - **LinkedIn® Page:** https://www.linkedin.com/company/prefect (145 employees on LinkedIn®) **Who Uses This Product?** - **Top Industries:** Information Technology and Services, Computer Software - **Company Size:** 42% Small-Business, 42% Mid-Market #### What Are Prefect's Pros and Cons? **Pros:** - Affordable (1 reviews) - Cost Efficiency (1 reviews) - Data Integration (1 reviews) - Development Efficiency (1 reviews) - Ease of Use (1 reviews) **Cons:** - Automation Limitations (1 reviews) - Complex Learning (1 reviews) - Learning Curve (1 reviews) - Limited Features (1 reviews) - Maintenance Issues (1 reviews) ### What Do G2 Reviewers Say About Prefect? *AI-generated summary from verified user reviews* **Pros:** - Users find Prefect to be an **affordable orchestration tool** , capable of integrating various platforms like Databricks and Snowflake. - Users highlight the **cost efficiency** of Prefect, praising its integration capabilities across multiple platforms like Databricks and Snowflake. - Users value the **seamless data integration** capabilities of Prefect, enabling connections to various platforms like Databricks and Snowflake. - Users appreciate the **development efficiency** of Prefect, finding flow creation, testing, and debugging much simpler. - Users find the **ease of use** in Prefect flows to be a significant advantage for development and debugging. **Cons:** - Users find **automation limitations** in Prefect, struggling with large scale runs and needing better built-in solutions. - Users feel that **complex learning** due to Python knowledge requirements hinders their ability to maximize Prefect's potential. - Users find the **steep learning curve** of Prefect challenging, especially needing Python knowledge and lacking some features compared to Airflow. - Users feel they require **Python knowledge** and find Prefect's features limited compared to Airflow's offerings. - Users experience **maintenance issues** with Prefect, feeling the solutions are inadequate for large scale operations. #### What Are Recent G2 Reviews of Prefect? **"[Experiencing Prefect as Orchestration tool](https://www.g2.com/survey_responses/prefect-review-10289094)"** **Rating:** 5.0/5.0 stars *— Samshitha V.* [Read full review](https://www.g2.com/survey_responses/prefect-review-10289094) --- **"[Dev friendly orchestration tool](https://www.g2.com/survey_responses/prefect-review-11757522)"** **Rating:** 4.5/5.0 stars *— Kyle H.* [Read full review](https://www.g2.com/survey_responses/prefect-review-11757522) --- #### What Are G2 Users Discussing About Prefect? - [What is Prefect used for?](https://www.g2.com/discussions/what-is-prefect-used-for) - 1 comment, 1 upvote ### 20. [Tidal Automation](https://www.g2.com/products/tidal-automation/reviews) Tidal Software, part of Redwood Software, provides enterprise workload automation solutions that orchestrate the execution of complex workflows across systems, applications and IT environments. Redwood Software, a 2025 Gartner® Magic Quadrant™ for SOAP Leader, is the leading orchestration platform for the autonomous enterprise. We empower customers to drive business transformation at the lowest TCO, intelligently automating critical business and IT processes across complex ERP, hybrid cloud, data management and agentic AI systems. Whether you're running on-premises, in the cloud or both, Tidal optimizes mission-critical business processes, increases IT cost efficiencies and satisfies legal and regulatory compliance requirements with its comprehensive portfolio of products and services. Worldwide, hundreds of customers rely on Tidal for modernizing their workload automation and driving their digital transformation. **Average Rating:** 4.6/5.0 **Total Reviews:** 68 **How Do G2 Users Rate Tidal Automation?** - **Proactive Workflow:** 9.6/10 (Category avg: 8.6/10) - **Workload Processing:** 9.4/10 (Category avg: 9.0/10) - **Scalability:** 9.1/10 (Category avg: 8.7/10) - **Has the product been a good partner in doing business?:** 9.0/10 (Category avg: 8.9/10) **Who Is the Company Behind Tidal Automation?** - **Seller:** [Redwood Software](https://www.g2.com/sellers/redwood-software) - **Company Website:** https://www.redwood.com/ - **Year Founded:** 1993 - **HQ Location:** Frisco, US - **Twitter:** @RedwoodSoftware (826 Twitter followers) - **LinkedIn® Page:** https://www.linkedin.com/company/9372/ (775 employees on LinkedIn®) **Who Uses This Product?** - **Top Industries:** Information Technology and Services, Automotive - **Company Size:** 59% Enterprise, 26% Mid-Market #### What Are Tidal Automation's Pros and Cons? **Pros:** - User Interface (10 reviews) - Automation (8 reviews) - Ease of Use (8 reviews) - Job Scheduling (8 reviews) - Workload Automation (7 reviews) **Cons:** - Difficult Learning (5 reviews) - Beginner Unfriendliness (4 reviews) - Expensive (4 reviews) - Integration Issues (4 reviews) - Limited Features (3 reviews) ### What Do G2 Reviewers Say About Tidal Automation? *AI-generated summary from verified user reviews* **Pros:** - Users appreciate the **simple and intuitive user interface** of Tidal Automation, enhancing ease of use and efficiency. - Users value Tidal Automation for its **operational reliability** and user-friendly interface, greatly enhancing scheduling efficiency. - Users appreciate the **ease of use** of Tidal Automation, which simplifies workflow creation and management for effective automation. - Users appreciate the **flexibility of job scheduling** in Tidal Automation, making it easy to manage complex workflows efficiently. - Users value the **robust workload automation capabilities** of Tidal Automation, enhancing efficiency and operational control significantly. **Cons:** - Users find the **difficult learning curve** of Tidal Automation challenging, especially during initial setup and configuration. - Users find Tidal Automation's **beginner unfriendliness** challenging, requiring significant time and training for initial setup and understanding. - Users are frustrated by Tidal Automation's **high costs** , as licensing and operational expenses have increased significantly. - Users face **integration issues** with third-party applications, making initial setup time-consuming and challenging for new users. - Users express disappointment with Tidal Automation's **limited features** , citing unsupported formats and lack of robust functionalities. #### What Are Recent G2 Reviews of Tidal Automation? **"[Highly Recommended Despite Performance Lag](https://www.g2.com/survey_responses/tidal-automation-review-12233362)"** **Rating:** 5.0/5.0 stars *— Arjun G.* [Read full review](https://www.g2.com/survey_responses/tidal-automation-review-12233362) --- **"[Tidal Workflow Overview](https://www.g2.com/survey_responses/tidal-automation-review-8409391)"** **Rating:** 5.0/5.0 stars *— Shreyas K.* [Read full review](https://www.g2.com/survey_responses/tidal-automation-review-8409391) --- #### What Are G2 Users Discussing About Tidal Automation? - [What is tidal in information technology?](https://www.g2.com/discussions/what-is-tidal-in-information-technology) - [What is tidal ETL?](https://www.g2.com/discussions/what-is-tidal-etl) - [What is tidal scheduling tool?](https://www.g2.com/discussions/what-is-tidal-scheduling-tool) - [What is tidal software used for?](https://www.g2.com/discussions/what-is-tidal-software-used-for) ### 21. [Liongard](https://www.g2.com/products/liongard/reviews) Liongard delivers the system of authority for modern IT operations by creating a trusted layer of asset intelligence across the entire technology stack. The platform continuously discovers and analyzes assets, configurations, and identities, providing the reliable data foundation needed to power automation, strengthen cybersecurity, and enable AI-driven operations. IT teams and managed service providers rely on Liongard to reduce operational friction, improve visibility, and build resilient, scalable environments. **Average Rating:** 4.6/5.0 **Total Reviews:** 57 **How Do G2 Users Rate Liongard?** - **Proactive Workflow:** 8.5/10 (Category avg: 8.6/10) - **Workload Processing:** 8.6/10 (Category avg: 9.0/10) - **Scalability:** 9.3/10 (Category avg: 8.7/10) - **Has the product been a good partner in doing business?:** 9.5/10 (Category avg: 8.9/10) **Who Is the Company Behind Liongard?** - **Seller:** [Liongard](https://www.g2.com/sellers/liongard) - **Year Founded:** 2015 - **HQ Location:** Houston, Texas - **Twitter:** @LiongardHQ (672 Twitter followers) - **LinkedIn® Page:** https://www.linkedin.com/company/10438125/ (85 employees on LinkedIn®) **Who Uses This Product?** - **Top Industries:** Information Technology and Services, Computer & Network Security - **Company Size:** 65% Small-Business, 35% Mid-Market #### What Are Liongard's Pros and Cons? **Pros:** - Features (7 reviews) - Customer Support (6 reviews) - Integrations (6 reviews) - Reliability (6 reviews) - Team Collaboration (6 reviews) **Cons:** - Complex Setup (5 reviews) - Difficult Learning (5 reviews) - Poor Reporting (4 reviews) - Complex Reporting (3 reviews) - Difficult Setup (3 reviews) ### What Do G2 Reviewers Say About Liongard? *AI-generated summary from verified user reviews* **Pros:** - Users value Liongard for its **real-time visibility and automated change management** , enhancing security and compliance effectively. - Users commend the **excellent customer support** of Liongard, especially during onboarding and for fast resolution times. - Users value the **easy integrations** of Liongard, enabling smooth connections and automated documentation across client systems. - Users value Liongard's **reliability** in providing real-time visibility and proactive change management, enhancing overall operational efficiency. - Users value the **seamless team collaboration** features of Liongard, enhancing integration and reporting across client systems. **Cons:** - Users find the **initial setup complex** , requiring significant time investment and technical expertise to utilize the system fully. - Users face a **difficult learning curve** due to extensive configuration and educating coworkers for successful adoption. - Users find the **reporting output lacking in presentation** , making it hard to deliver client-ready documents. - Users find the **complex reporting** features of Liongard difficult to navigate and unsatisfactory for client presentations. - Users face a **difficult setup** with Liongard, requiring significant time investment and technical expertise for customization. #### What Are Recent G2 Reviews of Liongard? **"[Unmatched historical data and visibility, though the setup takes serious work](https://www.g2.com/survey_responses/liongard-review-12851037)"** **Rating:** 4.0/5.0 stars *— Jurica P.* [Read full review](https://www.g2.com/survey_responses/liongard-review-12851037) --- **"[Liongard](https://www.g2.com/survey_responses/liongard-review-10915622)"** **Rating:** 4.5/5.0 stars *— Mike B.* [Read full review](https://www.g2.com/survey_responses/liongard-review-10915622) --- #### What Are G2 Users Discussing About Liongard? - [What is Liongard roar?](https://www.g2.com/discussions/what-is-liongard-roar) - [What is Liongard agent?](https://www.g2.com/discussions/what-is-liongard-agent) - 2 comments - [What is lion guard software?](https://www.g2.com/discussions/what-is-lion-guard-software) - 1 comment - [What is Liongard used for?](https://www.g2.com/discussions/what-is-liongard-used-for) - 1 comment ### 22. [Resolve](https://www.g2.com/products/resolve-systems-resolve/reviews) Resolve is creating the future of agentic automation and orchestration for IT teams to drive resilience, agility, and innovation across the business. The Resolve platform gives IT and network operations teams time back to focus on strategic priorities with automation and orchestration capabilities that reduce alert noise by up to 80%, resolve incidents in minutes instead of hours, and scale operations efficiently. Forward-thinking global enterprises trust Resolve to drive operational efficiency and scale autonomous IT and network operations. Learn more at resolve.io. **Average Rating:** 4.6/5.0 **Total Reviews:** 47 **How Do G2 Users Rate Resolve?** - **Proactive Workflow:** 6.7/10 (Category avg: 8.6/10) - **Workload Processing:** 10.0/10 (Category avg: 9.0/10) - **Scalability:** 8.3/10 (Category avg: 8.7/10) - **Has the product been a good partner in doing business?:** 9.4/10 (Category avg: 8.9/10) **Who Is the Company Behind Resolve?** - **Seller:** [Resolve](https://www.g2.com/sellers/resolve-11faf3f1-952b-4247-a44d-6d024a3b94f9) - **Year Founded:** 2014 - **HQ Location:** Campbell, California - **LinkedIn® Page:** https://www.linkedin.com/company/163969/ (129 employees on LinkedIn®) **Who Uses This Product?** - **Top Industries:** Information Technology and Services, Telecommunications - **Company Size:** 55% Enterprise, 34% Mid-Market #### What Are Resolve's Pros and Cons? **Pros:** - Customer Support (2 reviews) - Efficiency (2 reviews) - Productivity Improvement (2 reviews) - Business Growth (1 reviews) - Collaboration (1 reviews) **Cons:** - Dependency Issues (2 reviews) - Learning Curve (2 reviews) - Access Limitations (1 reviews) - Access Restrictions (1 reviews) - Complexity (1 reviews) ### What Do G2 Reviewers Say About Resolve? *AI-generated summary from verified user reviews* **Pros:** - Users praise the **unparalleled customer support** of Resolve, highlighting prompt assistance and impactful user experience enhancements. - Users praise the **exceptional efficiency** of Resolve, significantly boosting productivity and streamlining issue resolution for teams. - Users highlight the **significant productivity improvements** achieved through seamless integration and quick issue resolution with Resolve. - Users value the **scalability** and reusable code blocks of Resolve, greatly enhancing project completion speed. - Users value the **collaborative features** of Resolve, enabling swift project completion and versatile code development. **Cons:** - Users face **dependency issues** with Resolve, particularly in managing permissions and integrating with other platforms. - Users face a **learning curve** with Espressive's features, requiring training and attention to maximize value. - Users struggle with **access limitations** that complicate permissions management across different environments in Resolve. - Users face challenges with **access restrictions** , making it difficult to manage permissions for different features effectively. - Users face challenges with **permissions management** , complicating access to specific features within Resolve's secure system. #### What Are Recent G2 Reviews of Resolve? **"[Expressive, a helpful tool](https://www.g2.com/survey_responses/resolve-review-11446875)"** **Rating:** 5.0/5.0 stars *— Gazi S.* [Read full review](https://www.g2.com/survey_responses/resolve-review-11446875) --- **"[Scalable, Reusable Code Blocks That Speed Up Development](https://www.g2.com/survey_responses/resolve-review-12387818)"** **Rating:** 4.5/5.0 stars *— Verified User in Telecommunications* [Read full review](https://www.g2.com/survey_responses/resolve-review-12387818) --- #### What Are G2 Users Discussing About Resolve? - [What is Espressive, Inc. used for?](https://www.g2.com/discussions/what-is-espressive-inc-used-for) - [Is DaVinci Resolve 16 free?](https://www.g2.com/discussions/resolve-is-davinci-resolve-16-free) - [Do professionals use DaVinci Resolve?](https://www.g2.com/discussions/do-professionals-use-davinci-resolve) - [What is DaVinci Resolve good for?](https://www.g2.com/discussions/what-is-davinci-resolve-good-for) - [Is DaVinci Resolve really free?](https://www.g2.com/discussions/is-davinci-resolve-really-free) ### 23. [CA 7 Workload Automation Intelligence](https://www.g2.com/products/ca-7-workload-automation-intelligence/reviews) CA Workload Automation CA7 is a workload automation solution, by automating many of the labor-intensive tasks associated with workload automation and monitoring for z Systems. It helps to development from existing processes, and automates complex performance management to respond faster to changing SLA requirements. **Average Rating:** 4.2/5.0 **Total Reviews:** 26 **How Do G2 Users Rate CA 7 Workload Automation Intelligence?** - **Proactive Workflow:** 7.8/10 (Category avg: 8.6/10) - **Workload Processing:** 8.1/10 (Category avg: 9.0/10) - **Scalability:** 8.3/10 (Category avg: 8.7/10) - **Has the product been a good partner in doing business?:** 10.0/10 (Category avg: 8.9/10) **Who Is the Company Behind CA 7 Workload Automation Intelligence?** - **Seller:** [Broadcom](https://www.g2.com/sellers/broadcom-ab3091cd-4724-46a8-ac89-219d6bc8e166) - **Year Founded:** 1991 - **HQ Location:** San Jose, CA - **Twitter:** @broadcom (63,909 Twitter followers) - **LinkedIn® Page:** https://www.linkedin.com/company/broadcom/ (55,094 employees on LinkedIn®) - **Ownership:** NASDAQ: CA **Who Uses This Product?** - **Top Industries:** Banking, Information Technology and Services - **Company Size:** 57% Enterprise, 27% Small-Business #### What Are Recent G2 Reviews of CA 7 Workload Automation Intelligence? **"[User Friendly tool to handle Application batches in Mainframe](https://www.g2.com/survey_responses/ca-7-workload-automation-intelligence-review-7732002)"** **Rating:** 4.5/5.0 stars *— BABIYA M.* [Read full review](https://www.g2.com/survey_responses/ca-7-workload-automation-intelligence-review-7732002) --- **"[Its easy to learn - command based tool used ever.](https://www.g2.com/survey_responses/ca-7-workload-automation-intelligence-review-4543064)"** **Rating:** 4.5/5.0 stars *— Mayank M.* [Read full review](https://www.g2.com/survey_responses/ca-7-workload-automation-intelligence-review-4543064) --- #### What Are G2 Users Discussing About CA 7 Workload Automation Intelligence? - [What does CA ESP stand for?](https://www.g2.com/discussions/what-does-ca-esp-stand-for) - [What is CA7 tool?](https://www.g2.com/discussions/what-is-ca7-tool) - [What is workload automation software?](https://www.g2.com/discussions/ca-workload-automation-ca7-what-is-workload-automation-software) - [What is CA workload automation Tool?](https://www.g2.com/discussions/what-is-ca-workload-automation-tool) ### 24. [OpCon](https://www.g2.com/products/opcon/reviews) OpCon is a robust and flexible platform capable of scaling up to meet the needs of clients running 140,000+ daily jobs across multiple environments and operating systems. Our proven migration framework helps clients painlessly transition from outdated or cost inefficient platforms thanks to our deep organizational expertise, REST API, and extensive library of legacy connectors. We have a variety of consulting options available for clients and offer no-cost training for the life of the contract. **Average Rating:** 4.6/5.0 **Total Reviews:** 28 **How Do G2 Users Rate OpCon?** - **Workload Processing:** 9.4/10 (Category avg: 9.0/10) - **Scalability:** 8.6/10 (Category avg: 8.7/10) - **Has the product been a good partner in doing business?:** 9.0/10 (Category avg: 8.9/10) **Who Is the Company Behind OpCon?** - **Seller:** [Continuous](https://www.g2.com/sellers/continuous-1e98ae4c-b312-4d6c-af55-0feb5a942ce0) - **Year Founded:** 1980 - **HQ Location:** Houston, TX - **LinkedIn® Page:** https://www.linkedin.com/company/2207914/ (192 employees on LinkedIn®) **Who Uses This Product?** - **Top Industries:** Information Technology and Services - **Company Size:** 40% Mid-Market, 37% Enterprise #### What Are Recent G2 Reviews of OpCon? **"[At its core, OpCon has a robust, reliable automation engine that just works](https://www.g2.com/survey_responses/opcon-review-4441715)"** **Rating:** 4.0/5.0 stars *— Derek P.* [Read full review](https://www.g2.com/survey_responses/opcon-review-4441715) --- **"[THE best automation tool!](https://www.g2.com/survey_responses/opcon-review-4966000)"** **Rating:** 5.0/5.0 stars *— Jeff S.* [Read full review](https://www.g2.com/survey_responses/opcon-review-4966000) --- #### What Are G2 Users Discussing About OpCon? - [What does Opcon do?](https://www.g2.com/discussions/what-does-opcon-do) - [What is workload automation?](https://www.g2.com/discussions/what-is-workload-automation) - [What is OpCon SMA?](https://www.g2.com/discussions/what-is-opcon-sma) ### 25. [Apache Oozie](https://www.g2.com/products/apache-oozie/reviews) Oozie is a workflow scheduler system to manage Apache Hadoop jobs. **Average Rating:** 4.1/5.0 **Total Reviews:** 26 **How Do G2 Users Rate Apache Oozie?** - **Proactive Workflow:** 8.9/10 (Category avg: 8.6/10) - **Workload Processing:** 8.9/10 (Category avg: 9.0/10) - **Scalability:** 8.0/10 (Category avg: 8.7/10) - **Has the product been a good partner in doing business?:** 8.7/10 (Category avg: 8.9/10) **Who Is the Company Behind Apache Oozie?** - **Seller:** [The Apache Software Foundation](https://www.g2.com/sellers/the-apache-software-foundation) - **Year Founded:** 1999 - **HQ Location:** Wakefield, MA - **Twitter:** @TheASF (66,168 Twitter followers) - **LinkedIn® Page:** https://www.linkedin.com/company/215982/ (2,470 employees on LinkedIn®) **Who Uses This Product?** - **Company Size:** 59% Enterprise, 22% Mid-Market #### What Are Recent G2 Reviews of Apache Oozie? **"[Oozie to load the data](https://www.g2.com/survey_responses/apache-oozie-review-7121517)"** **Rating:** 4.0/5.0 stars *— Jay C.* [Read full review](https://www.g2.com/survey_responses/apache-oozie-review-7121517) --- **"[Good pipeline integrator](https://www.g2.com/survey_responses/apache-oozie-review-7765834)"** **Rating:** 4.5/5.0 stars *— Abhilash c.* [Read full review](https://www.g2.com/survey_responses/apache-oozie-review-7765834) --- #### What Are G2 Users Discussing About Apache Oozie? - [What is the difference between Oozie and airflow?](https://www.g2.com/discussions/what-is-the-difference-between-oozie-and-airflow) - [Which job included in Apache oozie?](https://www.g2.com/discussions/which-job-included-in-apache-oozie) - 1 comment - [Which of the following options are characteristics of Oozie?](https://www.g2.com/discussions/which-of-the-following-options-are-characteristics-of-oozie) - [What are the key components of Apache oozie work flow?](https://www.g2.com/discussions/what-are-the-key-components-of-apache-oozie-work-flow) ## What Is Workload Automation Software? [IT Management Software](https://www.g2.com/categories/it-management) ## What Software Categories Are Similar to Workload Automation Software? - [DataOps Platforms](https://www.g2.com/categories/dataops-platforms)