Best Batch Management Software

How Many Batch Management Software Products Does G2 Track?

Total Products under this Category: 17

Category Stats (Nov 2026)

  • Average Rating: 4.41/5 (↑0.01 vs Oct 2026) The average rating of products in this category, based on all submitted ratings
  • Top Trending Product: Aptean Process Manufacturing ERP Ross Edition (+1.4%) - Among all products in this category, Aptean Process Manufacturing ERP Ross Edition recorded the largest rating increase compared to last month

Last updated: November 13, 2026

How Does G2 Rank Batch Management Software Products?

Why You Can Trust G2's Software Rankings:

  • 30 Analysts and Data Experts
  • 300+ Authentic Reviews
  • 17+ 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.

G2 Grid® for Batch Management Software

G2 Grid® for Batch Management Software plotting products by satisfaction and market presence

Highlighted products: AWS Batch, BMC AMI Data, Azure Batch, and Prefect.

Underlying data: [Grid® JSON](https://www.g2.com/categories/batch-management/grids.json?focus%5B%5D=aws-batch&focus%5B%5D=bmc-ami-data&focus%5B%5D=azure-batch&focus%5B%5D=prefect)

AWS Batch

AWS Batch enables developers, scientists, and engineers to easily and efficiently run hundreds of thousands of batch computing jobs on AWS. AWS Batch dynamically provisions the optimal quantity and type of compute resources (e.g., CPU or memory optimized instances) based on the volume and specific resource requirements of the batch jobs submitted. With AWS Batch, there is no need to install and manage batch computing software or server clusters that you use to run your jobs, allowing you to focus on analyzing results and solving problems. AWS Batch plans, schedules, and executes your batch computing workloads across the full range of AWS compute services and features, such as Amazon EC2 and Spot Instances. There is no additional charge for AWS Batch. You only pay for the AWS resources (e.g. EC2 instances) you create to store and run your batch jobs.

Average Rating: 4.4/5.0

Total Reviews: 91

How Do G2 Users Rate AWS Batch?

  • Process Automation: 8.8/10 (Category avg: 9.0/10)
  • Compatibility: 8.5/10 (Category avg: 8.8/10)
  • Reporting: 8.4/10 (Category avg: 8.9/10)
  • Quality of Support: 8.4/10 (Category avg: 8.2/10)

Who Is the Company Behind AWS Batch?

Who Uses This Product?

  • Who Uses This: Software Engineer
  • Top Industries: Computer Software, Information Technology and Services
  • Company Size: 40% Small, 33% Medium

What Are Recent G2 Reviews of AWS Batch?

What Are G2 Users Discussing About AWS Batch?

BMC AMI Data

BMC AMI Data is an intelligent data management and optimization solution for IBM Z environments. It helps enterprises manage, protect, and optimize mission-critical mainframe data while reducing operational complexity, cost, and risk. BMC AMI Data leverages automation, advanced analytics, and predictive insights to streamline data maintenance, improve performance, and ensure the availability of critical workloads across Db2, IMS, VSAM, and related systems. The solution enables data teams to move from reactive management to proactive, insights-driven operations. Key capabilities include: - Automated data management and maintenance to reduce manual effort and improve operational efficiency - Real-time analytics and predictive insights to optimize performance and anticipate issues before they impact workloads - CPU and resource optimization to control costs and improve system efficiency at scale - Data protection and risk reduction to safeguard critical information and maintain data integrity - Support for modernization initiatives by simplifying how mainframe data is managed and integrated with evolving business needs - On-platform processing that keeps data secure and managed directly within the IBM Z environment By modernizing mainframe data management with automation and intelligence, BMC AMI Data helps organizations control data growth, reduce operational risk, and ensure high-performance delivery of always-on, business-critical applications.

Average Rating: 4.4/5.0

Total Reviews: 80

How Do G2 Users Rate BMC AMI Data?

  • Process Automation: 8.3/10 (Category avg: 9.0/10)
  • Compatibility: 10.0/10 (Category avg: 8.8/10)
  • Reporting: 8.3/10 (Category avg: 8.9/10)
  • Quality of Support: 8.8/10 (Category avg: 8.2/10)

Who Is the Company Behind BMC AMI Data?

  • Seller: BMC Software
  • Company Website:
  • Year Founded: 1980
  • HQ Location: Houston, TX
  • LinkedIn® Page: www.linkedin.com
    8,646 employees on LinkedIn®
  • Phone: 713 918 8800

Who Uses This Product?

  • Top Industries: Computer Software, Information Technology and Services
  • Company Size: 46% Large, 32% Small

What Do G2 Reviewers Say About BMC AMI Data?

AI-generated summary from verified user reviews

Pros
  • Users appreciate the analytics capabilities of BMC AMI Data, enhancing efficiency and oversight in database management.
  • Users value the seamless automation in BMC AMI Data, enhancing integration and ensuring quality assurance standards.
  • Users appreciate the ease of use in BMC AMI Data, simplifying database administration tasks effectively.
  • Users appreciate the easy integrations of BMC AMI Data, enhancing workflow with tools like Jenkins and UrbanCode Deploy.
  • Users appreciate the automation and proactive monitoring features of BMC AMI Data, enhancing their database administration efficiency.
Cons
  • Users highlight the expensive pricing of BMC AMI Data, which can be a significant barrier for many.
  • Users highlight installation difficulty with BMC AMI Data, noting challenges that complicate initial setup and administration.
  • Users often face a steep learning curve with BMC AMI Data, making initial use challenging for some.
  • Users find the limited compatibility with older Db2 systems a drawback, hindering seamless integration in workflows.
  • Users note the lack of customization possibilities in BMC AMI Data, limiting tailored solutions for their needs.

What Are Recent G2 Reviews of BMC AMI Data?

What Are G2 Users Discussing About BMC AMI Data?

Azure Batch

Azure Batch is a platform service for running large-scale parallel and high-performance computing (HPC) applications efficiently in the cloud. Azure Batch schedules compute-intensive work to run on a managed collection of virtual machines, and can automatically scale compute resources to meet the needs of your jobs.

Average Rating: 4.0/5.0

Total Reviews: 17

How Do G2 Users Rate Azure Batch?

  • Process Automation: 8.7/10 (Category avg: 9.0/10)
  • Compatibility: 7.4/10 (Category avg: 8.8/10)
  • Reporting: 7.0/10 (Category avg: 8.9/10)
  • Quality of Support: 7.4/10 (Category avg: 8.2/10)

Who Is the Company Behind Azure Batch?

  • Seller: Microsoft
  • Year Founded: 1975
  • HQ Location: Redmond, Washington
  • LinkedIn® Page: www.linkedin.com
    232,750 employees on LinkedIn®
  • Ownership: MSFT
  • Phone: +1 (877) 276-2464

Who Uses This Product?

  • Company Size: 47% Large, 37% Small

What Are Recent G2 Reviews of Azure Batch?

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Prefect

Prefect is a workflow automation platform for building and running reliable data and AI workflows, with durable execution built in.

Average Rating: 4.5/5.0

Total Reviews: 124

How Do G2 Users Rate Prefect?

  • Process Automation: 10.0/10 (Category avg: 9.0/10)
  • Compatibility: 10.0/10 (Category avg: 8.8/10)
  • Reporting: 10.0/10 (Category avg: 8.9/10)
  • Quality of Support: 8.5/10 (Category avg: 8.2/10)

Who Is the Company Behind Prefect?

  • Seller: Prefect
  • Year Founded: 2018
  • HQ Location: Washington, US
  • LinkedIn® Page: www.linkedin.com
    158 employees on LinkedIn®

Who Uses This Product?

  • Top Industries: Computer Software, Information Technology and Services
  • Company Size: 42% Small, 42% Medium

What Do G2 Reviewers Say About Prefect?

AI-generated summary from verified user reviews

Pros
  • Users find Prefect to offer ease of use with straightforward flow development and efficient testing and debugging.
  • Users appreciate the ease of orchestration with Prefect, benefiting from seamless flow setup and integration.
  • Users value Prefect for its affordability and seamless integration with various platforms like Databricks and Snowflake.
  • Users appreciate the cost efficiency of Prefect, finding it to be a top orchestration tool for integrations.
  • Users value the seamless data integration capabilities of Prefect, enabling smooth connections with various platforms like Databricks and Snowflake.
Cons
  • Users find missing features in Prefect, feeling it lacks essential orchestration elements available in competitors like Airflow.
  • Users find automation limitations in Prefect, as it struggles with large runs and lacks essential out-of-the-box features.
  • Users find complex learning requirements for Prefect, especially needing Python knowledge compared to Airflow's features.
  • Users find the learning curve steep for Prefect due to required Python knowledge and fewer features compared to Airflow.
  • Users find Prefect has limited features compared to Airflow, necessitating additional Python knowledge for effective use.

What Are Recent G2 Reviews of Prefect?

What Are G2 Users Discussing About Prefect?

Aptean Process Manufacturing ERP Ross Edition

Aptean Process Manufacturing ERP Ross Edition is a powerful solution tailored for formula and recipe-based manufacturers in industries like food, beverage, chemicals, and pharmaceuticals. Built to streamline operations and ensure compliance, Ross ERP provides advanced capabilities such as lot traceability, regulatory compliance, and real-time production insights. By integrating inventory control, quality management, supply chain planning, and financial oversight into a single platform, Ross ERP helps process manufacturers automate key functions, monitor production data, and adapt to changing demands. With its cloud-enabled environment and modular design, this ERP system scales with your business, delivering cost-effective and efficient tools to meet your evolving needs. Key Features -Inventory and Warehouse Management: Gain real-time visibility into inventory and track projected balances based on supply and demand, ensuring accurate inventory control. -Product Costing and Inventory Valuation: Simulate “what if” scenarios and manage costs with flexible valuation options, including standard, weighted, average, and lot actual costs. -Action Center: Monitor key performance indicators (KPIs) with drill-down graphs and automated error alerts to quickly identify and address critical issues. -Quality Management: Stay compliant and retrieve quality information easily during mock recalls or audits with robust quality management tools. -Data Collection: Automate materials tracking, speed up receiving and shipping, and gain instant shop floor visibility with real-time data collection. -Supply Chain Planning: Optimize capacity, materials, and labor with practical production plans that align inventory and supply to maximize customer satisfaction and minimize costs. -Sales and Pricing Management: Prevent revenue leakage by managing pricing, promotions, rebates, discounts, and customer billbacks efficiently. Financial Management: Centralize financial data for transparent reporting, integrated planning, budgeting, forecasting, and regulatory compliance. -Mobile Production Management: Access real-time factory data on a mobile device to increase efficiency, reduce errors, and eliminate paperwork. Sales Portal: Enable secure online ordering and manage web-based content through a dedicated sales portal. Why Choose Aptean Process Manufacturing ERP Ross Edition? Purpose-Built for Process Manufacturers: Designed for formula and recipe-based industries like food, beverage, chemicals, and pharmaceuticals. Streamlined Operations: Automate essential processes, reduce manual tasks, and enhance efficiency across production, inventory, and supply chain management. End-to-End Visibility: Gain real-time insights into production, inventory, and financial data to make informed decisions. Scalable and Flexible: Implement only the features you need today and expand as your business grows, thanks to a modular, fully integrated design. Regulatory Compliance Made Easy: Ensure quality and compliance with tools for traceability, quality management, and reporting. Cloud-Enabled Efficiency: Operate with confidence using a secure, cloud-enabled system that ensures access to data anytime, anywhere. Who Is This For? Aptean Process Manufacturing ERP Ross Edition is ideal for mid-sized to large process manufacturers in industries like food, beverage, chemicals, and pharmaceuticals. It’s perfect for companies that prioritize quality, compliance, and operational efficiency while managing complex supply chains and recipe-based production processes. With modular applications and seamless integration, the ERP adapts to your unique needs. Whether you’re focused on advanced quality, supply chain planning, or real-time analytics, Aptean Process Manufacturing ERP grows alongside your business while maintaining a single source of truth. Aptean Process Manufacturing ERP Ross Edition simplifies operations, ensures compliance, and enhances efficiency for formula and recipe-based manufacturers. By providing tools for automation, real-time insights, and scalable functionality, Ross ERP helps your business thrive in today’s competitive markets. See for yourself – reach out today to book a free no-obligation demo.

Average Rating: 4.2/5.0

Total Reviews: 36

How Do G2 Users Rate Aptean Process Manufacturing ERP Ross Edition?

  • Quality of Support: 8.7/10 (Category avg: 8.2/10)

Who Is the Company Behind Aptean Process Manufacturing ERP Ross Edition?

  • Seller: Aptean
  • Year Founded: 2012
  • HQ Location: Alpharetta, Georgia
  • LinkedIn® Page: www.linkedin.com
    3,789 employees on LinkedIn®
  • Phone: +1-770-351-9600

Who Uses This Product?

  • Top Industries: Food & Beverages, Food Production
  • Company Size: 78% Medium, 16% Small

What Do G2 Reviewers Say About Aptean Process Manufacturing ERP Ross Edition?

AI-generated summary from verified user reviews

Pros
  • Users highlight the great customer support of Aptean Process Manufacturing ERP Ross Edition, enhancing their overall experience.
  • Users appreciate the exceptional customer support from Aptean, feeling a strong sense of connection throughout their journey.
  • Users value the accurate data provided by Aptean ROSS ERP, enhancing real-time insights and operational efficiency.
  • Users value the business suitability of Aptean ROSS ERP, specifically designed for process manufacturing needs and compliance.
  • Users value the efficient organization and real-time data access in Aptean Process Manufacturing ERP Ross Edition, enhancing productivity.
Cons
  • Users find the user unfriendliness of Aptean Process Manufacturing ERP Ross Edition confusing and challenging without proper training.
  • Users face a steep learning curve with the ERP system, particularly among senior employees and non-IT colleagues.
  • Users note a learning difficulty with the ERP system, particularly among senior employees resistant to new technology.
  • Users find the interface non-intuitive, often requiring unnecessary steps that complicate the user experience without proper training.
  • Users find the interface unintuitive, often requiring confusing navigation that complicates their experience without adequate training.

What Are Recent G2 Reviews of Aptean Process Manufacturing ERP Ross Edition?

What Are G2 Users Discussing About Aptean Process Manufacturing ERP Ross Edition?

IBM Workload Automation

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?

  • Process Automation: 9.4/10 (Category avg: 9.0/10)
  • Compatibility: 8.3/10 (Category avg: 8.8/10)
  • Reporting: 8.3/10 (Category avg: 8.9/10)
  • Quality of Support: 8.3/10 (Category avg: 8.2/10)

Who Is the Company Behind IBM Workload Automation?

  • Seller: IBM
  • Year Founded: 1911
  • HQ Location: Armonk, New York, United States
  • LinkedIn® Page: www.linkedin.com
    344,328 employees on LinkedIn®
  • Ownership: SWX:IBM
  • Phone: 1-866-277-7488

Who Uses This Product?

  • Top Industries: Information Technology and Services
  • Company Size: 57% Large, 29% Medium

What Are Recent G2 Reviews of IBM Workload Automation?

What Are G2 Users Discussing About IBM Workload Automation?

Verifi Global Payment Gateway

Verifi provides next generation post-purchase solutions that streamline the dispute process, prevent chargebacks, and protect against unnecessary fraud.

Average Rating: 4.5/5.0

Total Reviews: 3

How Do G2 Users Rate Verifi Global Payment Gateway?

  • Process Automation: 8.3/10 (Category avg: 9.0/10)
  • Compatibility: 8.3/10 (Category avg: 8.8/10)
  • Reporting: 10.0/10 (Category avg: 8.9/10)
  • Quality of Support: 8.9/10 (Category avg: 8.2/10)

Who Is the Company Behind Verifi Global Payment Gateway?

  • Seller: Visa
  • HQ Location: Foster City, California, United States
  • LinkedIn® Page: www.linkedin.com
    31,572 employees on LinkedIn®
  • Ownership: NYSE: V
  • Total Revenue (USD mm): $15,082

Who Uses This Product?

  • Company Size: 33% Small, 33% Medium

What Do G2 Reviewers Say About Verifi Global Payment Gateway?

AI-generated summary from verified user reviews

Pros
  • Users praise the fast and convenient checkout process of Verifi Global Payment Gateway, enhancing their transaction experience.
  • Users praise the customer support of Verifi Global Payment Gateway, noting its helpfulness and responsiveness.
  • Users find the ease of use of Verifi Global Payment Gateway incredibly helpful, enhancing their overall experience.
  • Users value the ease of use and helpful features of Verifi Global Payment Gateway, combined with excellent customer support.
  • Users find the helpful features of Verifi Global Payment Gateway enhance their overall experience and efficiency.
Cons
  • Users experience delays, finding the time taken to resolve issues frustrating and detrimental to their experience.
  • Users dislike the slow processing times, finding them frustrating and impacting their overall experience.

What Are Recent G2 Reviews of Verifi Global Payment Gateway?

What Are G2 Users Discussing About Verifi Global Payment Gateway?

Flux

Flux delivers sophisticated time and event scheduling, workflow design and execution, managed file transfer, enterprise integration via SOA and databases, and integrated security. Automate complex batch processes into comprehensive workflows, reduce errors, and increase productivity. Flexible, integrated solution to meet highly complex processing needs with job scheduling, batch processor, and managed file transfer.

Average Rating: 4.5/5.0

Total Reviews: 2

How Do G2 Users Rate Flux?

  • Process Automation: 9.2/10 (Category avg: 9.0/10)
  • Compatibility: 9.2/10 (Category avg: 8.8/10)
  • Reporting: 10.0/10 (Category avg: 8.9/10)
  • Quality of Support: 7.5/10 (Category avg: 8.2/10)

Who Is the Company Behind Flux?

  • Seller: Flux
  • Year Founded: 2000
  • HQ Location: Boulder, US
  • LinkedIn® Page: www.linkedin.com
    72 employees on LinkedIn®

Who Uses This Product?

  • Company Size: 50% Large, 50% Small

What Are Recent G2 Reviews of Flux?

What Are G2 Users Discussing About Flux?

Kaholo

Kaholo is a low-code DevOps automation platform that allows DevOps, QA, IT, BI and SRE to build any automation pipeline. Kaholo graphical UI enables engineers to onboard in 2-3 days and build pipelines in minutes or hours instead of days or weeks. Current customers, such as JFrog and Align, built data pipelines and E2E testing pipelines and were able to increase testing coverage, improve quality and release software faster than ever. Orchestrate your entire tech stack with hundreds of pre-built integrations and actions, or custom-build plugins for proprietary systems. Get started easily with a fully managed cloud option or host Kaholo on your hardware. Automate provisioning, testing, builds, and deployments with various rollout strategies, rollbacks, cleanups, updates, troubleshooting, etc.

Average Rating: 4.8/5.0

Total Reviews: 10

How Do G2 Users Rate Kaholo?

  • Quality of Support: 9.3/10 (Category avg: 8.2/10)

Who Is the Company Behind Kaholo?

  • Seller: Kaholo
  • Year Founded: 2018
  • HQ Location: Tel Aviv, IL
  • LinkedIn® Page: www.linkedin.com
    3 employees on LinkedIn®

Who Uses This Product?

  • Company Size: 70% Medium, 20% Small

What Are Recent G2 Reviews of Kaholo?

Alibaba Batch Compute

Batch Compute is a cloud service for massive simultaneous batch processing. The system automatically manages resources, schedules tasks, loads data, and bills by usage. Batch Compute is already widely used in scenarios such as scientific applications, genetic data analysis, CGI rendering, media transcoding, and financial data analysis

Who Is the Company Behind Alibaba Batch Compute?

  • Seller: Alibaba
  • HQ Location: Hangzhou
  • LinkedIn® Page: www.linkedin.com
    5,321 employees on LinkedIn®
  • Ownership: BABA
  • Total Revenue (USD mm): $509,711

BatchGPT

Perform daily tasks 10x faster using advanced Artificial Intelligence.

Who Is the Company Behind BatchGPT?

CA SymDump Batch

CA SymDump Batch helps to identify and resolve mainframe batch dumps, promoting increased application stability and reliability, provides reports on program failures and offers insights into the root cause of the problem along with a suggested course of action.

Who Is the Company Behind CA SymDump Batch?

  • Seller: Broadcom
  • Year Founded: 1991
  • HQ Location: San Jose, CA
  • LinkedIn® Page: www.linkedin.com
    44,602 employees on LinkedIn®
  • Ownership: NASDAQ: CA
  • Phone: +1 800 225-5224

(E)JES

Major systems software development company providing software solutions for mainframe platforms, personal computers, and local and wide area networks.

Who Is the Company Behind (E)JES?

goPLIMS

The Integrated Platform for Connected, Compliant, & Collaborative Work Overview goPLIMS is a team-based, integrated project/work management platform that unifies workflows in a secure, dedicated cloud environment, enabling teams to collaborate seamlessly — anytime, anywhere. It connects people, processes, and data into one intuitive system designed to empower teams, foster global collaboration, enable seamless integration, ensure compliance, and keep work on track. Whether managing daily operations or complex projects, goPLIMS delivers real-time visibility, configurable workflows, and role-based access to support transparent, efficient teamwork across departments and geographies. Developed from real-world industry experience, goPLIMS features a modular architecture that allows organisations to adapt, scale, and evolve without compromising data integrity or performance. Why choose goPLIMS • Unified collaboration: Connect projects, tasks, documents, meeting minutes and discussions in one workspace. • Real-time visibility: Track progress across departments, locations, and partners with live dashboards. • Increased productivity: Standardise workflows, automate manual steps, and streamline approvals. • Data-driven decision making: Custom reports provide insights for better planning and faster execution. • Scalable & secure: Cloud-based, role-controlled platform supporting teams of any size and geography. • Data integrity & compliance: Maintain traceable, secure, and audit-ready workflows across all activities. Modules Overview Plan & Execute • ActionR: Assign, track, and complete tasks with clear ownership and accountability. • PunchM: Create, review, and close snags, defects, and punch list items with attachments and sign-offs. • RFI-M: Manage Requests for Information through structured threads, responses, and due dates. • TrackR: Monitor milestones and dependencies with real-time progress and status tracking. Govern & Optimise • EDocM: Secure document management with version control and access permissions. • ESignM: Generate control copies and enable multi-party electronic signatures. • ChangeM: Streamline change requests, approvals, and implementation tracking through automated workflows. • DiscrepM: Log and resolve discrepancies or exceptions with structured routing and approvals. • BatchM: Coordinate and manage recurring or multi-step workflows from a unified control centre. Core Platform Capabilities • Dedicated, cloud-hosted architecture with role-based access control • Centralised, configurable dashboards and email reminders • Workflow automation through custom templates • Multi-program and multi-stream management • Mobile access and multi-device compatibility • Real-time reporting and e-signature integration • Modular design for flexible scaling and rapid onboarding Vision & Mission Vision: To connect people, processes, and projects through a single, transparent platform that drives performance and collaboration. Mission: To simplify complex work management by enabling teams to plan smarter, execute faster, and deliver better outcomes.

Average Rating: 4.0/5.0

Total Reviews: 1

Who Is the Company Behind goPLIMS?

Who Uses This Product?

  • Company Size: 100% Medium

What Are Recent G2 Reviews of goPLIMS?

Rescale

Rescale‚ enables engineers and scientists to run their most demanding software on the world‚ largest cloud network for bigcompute and cloudHPC.

Who Is the Company Behind Rescale?

  • Seller: Rescale
  • Year Founded: 2011
  • HQ Location: San Francisco, California, United States
  • LinkedIn® Page: www.linkedin.com
    228 employees on LinkedIn®
Adam Crivello
AC
Researched and written by Adam Crivello
Updated October 3, 2024