# 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) | 4.3/5.0 (159 reviews) | Cross-platform batch orchestration with dependency visibility | "[Efficient Scheduling, Some Reporting Hiccups](https://www.g2.com/survey_responses/control-m-review-12963668)" | | 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 (259 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 (232 reviews) | Cross-platform ETL orchestration with event-driven triggers | "[We centralized all our disparate scheduling tools into one platform](https://www.g2.com/survey_responses/activebatch-review-12969142)" | | 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 (55 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)" | ## How Many Workload Automation Software Products Does G2 Track? **Total Products under this Category:** 96 ### 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**: ANOW! Suite (+0.8%) - Among all products in this category, ANOW! Suite recorded the largest rating increase compared to last month *Last updated: July 06, 2026* ## How Does G2 Rank Workload Automation Software Products? **Why You Can Trust G2's Software Rankings:** - 30 Analysts and Data Experts - 3,600+ Authentic Reviews - 96+ 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** ### meshIQ meshIQ is the enterprise evolution platform purpose-built to transform how organizations manage and optimize their middleware—the digital nervous system of the enterprise. It provides unified visibility, control, and modernization of messaging, event streaming, and B2B transactional flows across all middleware vendors, all environments, and at enterprise scale. Acting as a real-time intelligence layer across your entire ecosystem, meshIQ connects, monitors, and analyzes every message, event, and business transaction with forensic-level insight, so you can run incredibly lean operations with confidence and control. By eliminating the expense, complexity, and manual nature of managing multiple middleware platforms, meshIQ helps enterprises dramatically cut OPEX, resolve incidents and disputes up to 70% faster, reduce manual reconciliation efforts, and accelerate service delivery. The platform also provides a safe, fast, and reliable path to modernize middleware and migrate to modern architectures such as Apache Kafka®, ActiveMQ®, and cloud-native environments—without disruption. And with built-in B2B Flow Intelligence, organizations can assure every business transaction to safeguard revenue, meet regulatory requirements, and protect customer trust and experiences. [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=2026-07-06T06%3A33%3A56Z&secure%5Bdisplayable_resource_id%5D=1375&secure%5Bdisplayable_resource_type%5D=Category&secure%5Bmedium%5D=sponsored&secure%5Bplacement_reason%5D=page_category&secure%5Bplacement_resource_ids%5D%5B%5D=1375&secure%5Bprioritized%5D=false&secure%5Bproduct_id%5D=115094&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=b7678acac279ca5a105b42d41185211d3f97f4926bd164959111db024ee08682&secure%5Burl%5D=https%3A%2F%2Fwww.meshiq.com%2F&secure%5Burl_type%5D=company_website) --- ## 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:** 4.3/5.0 **Total Reviews:** 159 **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?** - **Who Uses This:** System Engineer - **Top Industries:** Information Technology and Services, Banking - **Company Size:** 51% Enterprise, 15% Small-Business #### 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, benefiting from its intuitive GUIs and flexible scheduling options. - Users love Control-M's **automation features** , enhancing efficiency in batch job scheduling and simplifying complex workflows. - Users appreciate the **centralized automation and scheduling** of Control-M, enhancing efficiency and reliability in complex workflows. - Users value the **time-saving features** of Control-M, enabling efficient management of complex batch job scheduling effortlessly. - Users commend the **task automation capabilities** of Control-M for simplifying complex job dependencies and enhancing workflow efficiency. **Cons:** - Users find the **UI complexity** challenging, with a steep learning curve impacting their experience and efficiency. - Users find the **steep learning curve** of Control-M challenging, making initial adaptation quite daunting. - Users find the **complex UI** of Control-M challenging, especially for beginners navigating its numerous configuration options. - Users struggle with the **difficult learning curve** of Control-M, making it challenging to fully utilize its features. - Users find the **high pricing** of Control-M a significant drawback, impacting its overall value and accessibility. #### What Are Recent G2 Reviews of Control-M? **"[Centralized Workflow Management with Seamless Multi-Cloud Integration](https://www.g2.com/survey_responses/control-m-review-12122946)"** **Rating:** 5.0/5.0 stars *— Vishal L.* [Read full review](https://www.g2.com/survey_responses/control-m-review-12122946) --- **"[Efficient Scheduling, Some Reporting Hiccups](https://www.g2.com/survey_responses/control-m-review-12963668)"** **Rating:** 4.5/5.0 stars *— Mark F.* [Read full review](https://www.g2.com/survey_responses/control-m-review-12963668) --- #### 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 value the **ease of use** of RunMyJobs, making job scheduling and management a seamless experience. - Users appreciate the **reliability** of RunMyJobs, benefiting from 99.99% uptime and seamless job management. - Users appreciate the **automation capabilities** of RunMyJobs, drastically reducing stress and enhancing operational efficiency. - Users value the **efficiency** of RunMyJobs, experiencing seamless automation and proactive alerts that optimize operations. - Users value the **end-to-end visibility** of RunMyJobs, enhancing transparency and responsiveness in job management. **Cons:** - Users struggle with the **difficult learning** curve and complex features, hindering initial setup and usage of the UI. - Users face a challenging **learning curve** , with a complex UI and advanced workflows being initially overwhelming. - Users find the **learning difficulty** significant, especially due to complex workflows and overwhelming terminology for newcomers. - Users find **RunMyJobs beginner-unfriendly** , with a steep learning curve and an unintuitive user interface for new admins. - Users find the **steep learning curve** challenging, especially for new members 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 (73 reviews) - Automation (57 reviews) - Customer Support (39 reviews) - Features (31 reviews) - Time-saving (26 reviews) **Cons:** - Learning Curve (15 reviews) - Missing Features (15 reviews) - Lack of Features (12 reviews) - Complexity (9 reviews) - Difficult Learning (9 reviews) ### What Do G2 Reviewers Say About Tines? *AI-generated summary from verified user reviews* **Pros:** - Users value the **ease of use** of Tines, enabling simple integrations and efficient automation without coding knowledge. - Users value Tines for its **automation capabilities** , enabling easy integration and efficient processing of data workflows. - Users praise Tines for its **exceptional customer support** , highlighting responsiveness and proactive issue resolution that enhance the user experience. - Users love Tines for its **ease of use and rapid implementation** , enabling quick automation with minimal effort. - Users value the **time-saving capabilities** of Tines, allowing teams to focus on strategic activities and improve workflow quality. **Cons:** - Users find Tines has a **steeper learning curve** , particularly for those new to automation and orchestration tools. - Users note the **missing features** in Tines, especially related to GraphQL APIs and code review processes. - Users note a **lack of features** in Tines, with missing functionalities and inconsistent results affecting user experience. - Users find Tines to have a **high level of complexity** that can be overwhelming for advanced applications. - Users find Tines has a **difficult learning curve** , particularly for those new to automation and complex workflows. #### 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:** 259 **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?:** 9.1/10 (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:** Software Engineer, IT Manager - **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 appreciate the **easy and efficient job scheduling** of JAMS, facilitating seamless task management across multiple platforms. - Users appreciate the **powerful cross-platform scheduling** of JAMS, enhancing efficiency across multiple servers and databases. - Users appreciate the **ease of use and powerful automation capabilities** of JAMS, enhancing efficiency in task management. - Users value the **powerful cross-platform scheduling** of JAMS, streamlining job execution across Windows and Linux servers. - Users find JAMS to be **easy and efficient** , appreciating its quick setup and user-friendly interface for automation. **Cons:** - Users find the **difficult learning curve** of JAMS challenging, hindering effective adoption and requiring significant expertise. - Users face challenges with **poor UI design** , noting inconsistencies and difficulties navigating outdated menus. - Users feel that JAMS has **scheduling issues** due to limited reporting options, slowing down troubleshooting and efficiency. - Users often struggle with **dependency issues** in JAMS, complicating job coordination and leading to troubleshooting hassles. - Users find JAMS' **limited features** hinder informative reporting and intuitive setup, impacting overall user experience. #### 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:** 232 **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, 36% 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** in ActiveBatch, facilitating independent task management and minimizing IT dependency. - Users appreciate the **automation capabilities** of ActiveBatch, allowing effortless workflow management and reduced reliance on IT. - Users value the **ease of use** of ActiveBatch, which simplifies workflow management and reduces reliance on IT support. - Users appreciate the **simple and effective scheduling** capabilities of ActiveBatch, enhancing workflow management across various platforms. - Users value the **time-saving automation** of ActiveBatch, streamlining workflows and reducing manual tasks effectively. **Cons:** - Users find ActiveBatch's **complexity** challenging due to high configuration demands and cumbersome setup processes. - Users face a **difficult learning experience** due to an overwhelming interface and steep adaptation curve for newcomers. - Users find the **poor UI design** of ActiveBatch hampers navigation and complicates adoption for new team members. - Users find ActiveBatch to have a **beginner unfriendliness** due to its steep learning curve and overwhelming setup process. - Users report **limited educational resources** hinder effective implementation and navigation, especially for smaller teams without IT support. #### What Are Recent G2 Reviews of ActiveBatch? **"[We centralized all our disparate scheduling tools into one platform](https://www.g2.com/survey_responses/activebatch-review-12969142)"** **Rating:** 4.5/5.0 stars *— Scott O.* [Read full review](https://www.g2.com/survey_responses/activebatch-review-12969142) --- **"[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 appreciate the **ease of use** of Astro, finding it intuitive and efficient for managing complex workflows. - Users appreciate the **efficiency improvement** of Astro, streamlining workflow management and saving valuable time on tasks. - Users praise the **intuitive user interface** of Astro, making workflow management and monitoring straightforward and efficient. - Users love the **automation features** of Astro by Astronomer, streamlining data orchestration and enhancing productivity. - Users value the **ease of deployment** with Astro, as it simplifies Airflow management and enhances reliability. **Cons:** - Users express that Astro by Astronomer is **expensive** , raising concerns about pricing and vendor lock-in for smaller teams. - Users often face a **steep learning curve** with Astro, requiring significant time for adaptation and training. - Users indicate a **steep learning curve** with Astro, requiring significant time for new team members to adapt. - Users face a **steep learning curve** with Astro, requiring additional time for new users to adapt effectively. - Users find the **feature limitations** of Astro by Astronomer restrict customization and flexibility for specific needs. #### 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:** 55 **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:** 55% Small-Business, 35% 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 commend the **excellent customer support** of MindCloud, highlighted by responsiveness and knowledgeable assistance throughout implementation. - Users value the **quick and seamless integration capabilities** of MindCloud, significantly enhancing operational efficiency. - Users value the **quick and cost-effective integrations** of MindCloud, appreciating the team's responsiveness and collaboration. - Users appreciate the **easy integrations** that MindCloud offers, enabling quick and efficient deployment for various projects. - Users find MindCloud's platform to have **exceptional ease of use** , making complex integrations intuitive and efficient. **Cons:** - Users face a **steep learning curve** with MindCloud, requiring significant time and effort for effective setup and use. - Users find the **learning difficulty** of MindCloud significant, requiring time and effort to overcome the initial challenges. - Users note a **difficult learning curve** with MindCloud, requiring time and effort to navigate its tools effectively. - Users find the **difficult setup** of MindCloud to be time-consuming and challenging, impacting project timelines. - Users experience **poor customer support** from MindCloud, making communication and issue resolution frustrating during critical projects. #### 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 find Stonebranch to be **incredibly user-friendly** , simplifying job scheduling and workflow management for all experience levels. - Users appreciate the **automation capabilities** of Stonebranch, which simplify workflows and enhance overall productivity smoothly. - Users appreciate the **responsive and helpful customer support** from Stonebranch, enhancing their integration and implementation experience. - Users love the **user-friendly workflow automation** of Stonebranch, enhancing efficiency and simplifying complex job management tasks. - Users commend the **user-friendly workflow management** of Stonebranch, making it effective for both new and experienced users. **Cons:** - Users report that the **complexity of the user interface** and unclear documentation makes navigation and task execution challenging. - Users face a **difficult learning curve** with Stonebranch, especially when navigating complex configurations and training resources. - Users struggle with **poor documentation** that lacks clarity, making it difficult to understand all configurations and features. - Users find the **learning curve challenging** , especially due to the complex interface and unclear training resources. - Users find the **complex setup** challenging, suggesting improvements for new user guidance and easier navigation. #### 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 commend Kestra for its **centralized management capabilities** , enhancing collaboration and alignment across teams effectively. - Users appreciate the **responsive customer support** of Kestra, which enhances their overall experience and collaboration efforts. - Users value the **customization capabilities** of Kestra, enhancing collaboration and streamlining workflows across teams. - Users highlight the **exceptional data security** of Kestra, enhancing collaboration and supporting robust automation pipelines. - Users find Kestra's **excellent documentation** and tutorials crucial for successful implementation and ongoing development. **Cons:** - Users find the **alert overload** in Kestra's UI overwhelming and challenging to filter effectively. - Users find the **Logging/Task Runs menu overwhelming** , complicating their ability to filter and navigate efficiently. #### 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:** 941 **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 response times and collaboration across teams. - Users value the **automated and priority-based notifications** of PagerDuty, enhancing incident response and reducing downtime effectively. - Users appreciate the **easy integration and reliability** of PagerDuty's alert management, enhancing their incident response efficiency. - Users highlight the **ease of use** of PagerDuty, appreciating intuitive interfaces and seamless on-call scheduling. - Users value the **easy integrations** with tools like Slack and AWS, enhancing collaboration and incident management efficiency. **Cons:** - Users find the **alert issues** in PagerDuty can lead to confusion and complicate incident management processes. - Users find PagerDuty's pricing **expensive** , especially for small teams and essential features locked behind high costs. - Users find the **complexity** of PagerDuty's interface and configuration challenging, especially for newcomers to the platform. - Users find the **inefficient alert system** overwhelming, as excessive notifications can complicate their experience with PagerDuty. - Users find the **complex UI** of PagerDuty challenging, often struggling with navigation and cluttered interfaces. #### 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 **intuitive automation capabilities** of AutoSys, enhancing both usability and development efficiency. - Users value the **intuitive web UI and automation-as-code support** for ease of monitoring complex workflows. - Users find the **intuitive interface** of AutoSys Workload Automation enhances usability, making it easy to monitor processes. - Users praise the **intuitive web UI** for simplifying the monitoring of complex processes for all users. **Cons:** - Users find the **outdated interface** lacks a good graphical view, affecting usability and overall experience. #### 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:** 41 **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?:** 9.4/10 (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:** 49% Small-Business, 29% 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 love the **centralized management** of ANOW! Suite, simplifying report delivery, order tracking, and workflow automation. - Users value the **ease of use** in ANOW! Suite, enhancing their workflow and simplifying complex tasks efficiently. - Users value the **streamlined workflow** of ANOW! Suite, enhancing efficiency and simplifying complex tasks. - Users love the **real-time monitoring** of ANOW! Suite, enjoying centralized control and significant time savings in workflows. - Users value how ANOW! Suite provides **streamlined workflow management** , making complex tasks simpler and more organized. **Cons:** - Users find that **difficult learning** curves hinder initial experience with ANOW! Suite, despite available resources and support. - Users find ANOW! Suite **beginner unfriendly** , facing confusion with terms despite available resources and support. - Users find that the **complexity of creating structures** can be cumbersome, limiting customization to their specific needs. - Users find the **cost per user high** , making it less accessible for smaller businesses to adopt ANOW! Suite. - Users find the **difficult setup** of ANOW! Suite challenging, especially for beginners and intermediate users. #### What Are Recent G2 Reviews of ANOW! Suite? **"[Streamlined Operations, Room for Customization Growth](https://www.g2.com/survey_responses/anow-suite-review-12975738)"** **Rating:** 4.0/5.0 stars *— sameer k.* [Read full review](https://www.g2.com/survey_responses/anow-suite-review-12975738) --- **"[Centralized Workflow Management with Room for UI Improvement](https://www.g2.com/survey_responses/anow-suite-review-12958506)"** **Rating:** 4.5/5.0 stars *— Saurabh P.* [Read full review](https://www.g2.com/survey_responses/anow-suite-review-12958506) --- ### 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. [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:** 33 **How Do G2 Users Rate BMC AMI Ops?** - **Proactive Workflow:** 8.3/10 (Category avg: 8.6/10) - **Workload Processing:** 7.7/10 (Category avg: 9.0/10) - **Scalability:** 8.7/10 (Category avg: 8.7/10) - **Has the product been a good partner in doing business?:** 7.7/10 (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:** 51% Enterprise, 31% Small-Business #### What Are Recent G2 Reviews of BMC AMI Ops? **"[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) --- **"[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) --- #### 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) ### 16. [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) --- ### 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 find Cron To Go very **easy to use** , appreciating its simplicity and reliable performance for monitoring tasks. - Users love the **easy setup and intuitive UI** of Cron To Go for effective job scheduling. - Users find **easy scheduling** with Cron To Go, enabling efficient management of tasks without extensive technical knowledge. - Users value the **setup ease** of Cron To Go for effortlessly managing scheduled tasks with minimal technical knowledge. - Users find the **ease of setup** with Cron To Go invaluable, allowing independent management of scheduled tasks. **Cons:** - Users find the **limited features** of Cron To Go restrict their ability to customize and schedule effectively. - Users find the **log management insufficient** , leading to difficulties in debugging when job failures occur. - Users note the **low usage data** of jobs in Cron To Go, which limits detailed insights and analysis. - Users feel the pricing is **a little bit high** , though they acknowledge the features may justify the cost. - Users face challenges with the **inefficient alert system** , leading to missing logs and complicating debugging efforts. #### 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 (11 reviews) - Issue Resolution (8 reviews) - Productivity Improvement (8 reviews) **Cons:** - Time-Consuming (6 reviews) - Difficult Learning (5 reviews) - Setup Complexity (4 reviews) - Limited Features (3 reviews) - Resource Constraints (3 reviews) ### What Do G2 Reviewers Say About Digitate? *AI-generated summary from verified user reviews* **Pros:** - Users value the **consolidation of tools** with Digitate's Ignio, enhancing efficiency and reducing alert noise significantly. - Users commend the **automation capabilities** of Digitate, enhancing efficiency by consolidating alerts and reducing operational noise. - Users commend the **helpful and patient customer support** from the Digitate team, enhancing their overall experience. - Users value the **effective issue resolution** of Digitate, leveraging AI for proactive incident management and minimal downtime. - Users value the **productivity improvement** from Digitate, as it significantly reduces manual monitoring efforts and enhances efficiency. **Cons:** - Users find the **implementation process time-consuming** due to complexity and limited resources, affecting overall efficiency. - Users find the **difficult learning curve** of Digitate can hinder effective and timely utilization of its capabilities. - Users find the **initial setup complex** and time-consuming, impacting the overall experience with Digitate's ignio. - Users feel that Digitate has **limited features** and suggest improvements in setup and documentation for better usability. - Users note **resource constraints** impacting implementation times and highlight the need for improved management and support. #### 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. [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, making it easy to manage jobs efficiently. - Users commend Tidal Automation for its **operational reliability** and user-friendly interface, enhancing task management efficiency. - Users appreciate the **ease of use** of Tidal Automation, making complex workflows easy to manage and automate. - Users appreciate the **flexibility and ease of use** in Tidal Automation's job scheduling, enhancing workflow efficiency. - Users appreciate the **capability to manage extensive workload automation** , enhancing operational efficiency and streamlining processes effectively. **Cons:** - Users find the **difficult learning curve** in Tidal Automation challenging, especially for new users navigating complex setups. - Users find Tidal Automation's **beginner unfriendliness** challenging, especially during initial setup and understanding complex processes. - Users find Tidal Automation **too expensive** , especially with rising licensing costs and additional overhead for integration. - Users face **integration issues** during the setup phase, making it challenging to connect Tidal Automation with existing systems. - Users express concerns about the **limited features** of Tidal Automation, affecting integration and usability negatively. #### 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) ### 20. [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** that seamlessly integrates with various platforms like Databricks and Snowflake. - Users value the **cost efficiency** of Prefect, finding it an affordable and versatile orchestration tool. - Users value **seamless platform integration** with Prefect, allowing easy execution of jobs across multiple systems like Databricks and Snowflake. - Users find **development efficiency** improved in Prefect, facilitating easier flow setup, UI benefits, and debugging. - Users find the **ease of use** in Prefect's flow development and debugging to be highly beneficial. **Cons:** - Users note **automation limitations** in Prefect, experiencing issues with large scale runs and inadequate built-in solutions. - Users find that **complex learning** is required for Prefect, lacking some features that Airflow offers. - Users find the **learning curve steep** for Prefect due to required Python knowledge and lack of certain features compared to Airflow. - Users highlight the **limited features** of Prefect compared to Airflow, necessitating Python knowledge for effective use. - Users find **maintenance issues** frustrating, feeling that solutions often resemble temporary fixes rather than proper functionality. #### What Are Recent G2 Reviews of Prefect? **"[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) --- **"[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) --- #### 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 ### 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 operational efficiency significantly. - Users commend Liongard's **friendly and responsive customer support** , enhancing their overall experience and efficiency. - Users value the **seamless integrations** of Liongard, enhancing data flow and simplifying access to critical information. - Users value the **reliability** of Liongard, appreciating its consistent uptime and effective change tracking for troubleshooting. - Users value the **team collaboration features** of Liongard for seamless integration and efficient monitoring of assets. **Cons:** - Users find the **complex setup** of Liongard time-consuming, requiring significant effort for effective configuration. - Users find the **difficult learning** curve challenging, especially for customizations and troubleshooting errors within Liongard. - Users find the **reporting output lacking** , with poor formatting and challenging customization for client presentations. - Users find the **complex reporting** of Liongard challenging, as it's often not easy to read or customize. - Users find the **difficult setup** of Liongard extremely time-consuming, requiring significant investment and technical expertise to implement. #### What Are Recent G2 Reviews of Liongard? **"[Growing in the Den](https://www.g2.com/survey_responses/liongard-review-11627707)"** **Rating:** 4.5/5.0 stars *— Kevin B.* [Read full review](https://www.g2.com/survey_responses/liongard-review-11627707) --- **"[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) --- #### 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 commend the **unparalleled customer support** of Resolve, benefiting from prompt and knowledgeable assistance for enhanced productivity. - Users value the **high efficiency** of Resolve, significantly boosting productivity and simplifying issue resolution in real-time. - Users commend the **enhanced productivity** provided by Resolve, empowering them to resolve issues swiftly and efficiently. - Users value the **scalability and reusable code blocks** of Resolve, enabling quick project completion and versatile code development. - Users value the **collaborative features** of Resolve, enabling efficient project completion and adaptable coding solutions. **Cons:** - Users face challenges with **dependency issues** related to permissions and integrations, requiring careful planning and resource investment. - Users note a **learning curve** when mastering Espressive's solution, requiring adequate training for optimal use. - Users face **access limitations** as managing permissions for different features can be complicated within the system. - Users experience challenges with **access restrictions** , making it difficult to manage permissions effectively for different features. - Users face challenges with **permissions complexity** , making it difficult to manage feature access effectively. #### 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)