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What is workload automation? — An overview of WLA trends

Workload automation (WLA) provides event-based automation and job scheduling, enabling IT to reliably scale business and IT processes.

Written by Brian McHugh. Last Updated:
Workload automation tools enable IT to schedule unattended jobs and to allocate resources based on job requirements and resource capacity.

WLA refers to IT tools that manage automated processes according to compute requirements. Users can schedule unattended jobs, execute jobs ad hoc and allocate compute resources based on job requirements and the capacity of those resources. Because of this, WLA tools optimize both processes and resource allocation, preventing job delays and increasing IT efficiency.

WLA tools support both date/time scheduling and event-based scheduling, enabling users to pass data and dependencies downstream based on IT and business events. Compared to traditional job scheduling software, which are often native, WLA tools are designed to support cross-platform processes regardless of operating system or underlying technology.

Enterprise workload automation products offer a wide range of capabilities that extend across use cases, including:

  • Secure file transfers
  • IT automation/IT operations
  • Business process automation
  • Digital infrastructure
  • Cloud computing
  • Data center/ETL
  • Big data/Hadoop
  • And more

A quick history of workload automation solutions

Workload automation software has its roots in batch processing. For much of the 20th century, batch jobs were processed overnight when compute resources weren’t occupied by daytime operations. 

Batch processing became more complex over time, including with the introduction of multiprogramming. Meanwhile, IT teams became responsible for more jobs and more data, making overnight batch windows inadequate. 

At the same time, there was a growing demand for jobs to be run in real time, which traditional schedulers couldn’t support. As a result, IT vendors began to offer WLA platforms that supported stream processing, transactional processing and event-based automation. Users could create jobs that would execute automatically when specified conditions were met.

There was also a need to better manage IT resources — as IT became busier, job delays became increasingly common. WLA tools were used to address this by scheduling jobs based on available CPU and memory. This helped reduce backlogs and manual intervention, minimizing bottlenecks.

As environments became more heterogeneous in the 2000s, WLA vendors began offering more integrations with their product offerings, allowing users to assemble cross-platform processes that minimized human intervention.

Modern workload automation software capabilities

WLA platforms have continued to evolve as the demands placed on IT have grown and shifted.

Today, most WLA solutions provide a variety of features and capabilities that enable IT to develop, deploy, monitor and maintain cross-platform processes. This includes the use of:

  • Alerts
  • Variables
  • Job constraints
  • Auditing

By 2010, WLA solutions had become commonplace. In 2014, Gartner® estimated that most large enterprises were using at least three WLA tools. Many of these tools were in silos, deployed within departments where they were used for specific environments. As a result, WLA was understood to be a subset of an organization’s larger automation strategy, deployed alongside IT process automation tools and business process automation tools, for example.

WLA was a mature market, and innovation was thought to have peaked. In 2014, Gartner released its final Magic Quadrant™ for Workload Automation and removed WLA from its Hype Cycle charts (WLA had progressed beyond Gartner’s Plateau of Productivity).

But that’s just the beginning of a new story.

Gartner releases Magic Quadrant™ for SOAPs

The WLA market has continued to evolve over the last several years. Vendors have consolidated and taken their product offerings in different directions. Several key vendors in the WLA market have continued to build out the capabilities of their platforms to better support process orchestration.

Gartner has evolved its analysis of the WLA market, too, retiring its  Magic Quadrant™ for Workload Automation in 2023. In the first Magic Quadrant™ for Service Orchestration and Automation Platforms (SOAPs) report in 2024, Gartner reiterates how SOAPs differ from traditional WLA solutions.

“SOAPs expand the role of traditional workload automation by adapting to use cases that deliver and extend into data pipelines, cloud-native infrastructures and application architectures.”

Gartner 2024 Magic Quadrant™ for SOAPs report

Trends impacting workload automation (and SOAPs)

Market-leading WLA platforms continue to evolve to keep pace with IT’s needs. In the 2024 Magic Quadrant™ for SOAPs report, Gartner predicts: “By 2027, 90% of organizations currently delivering workload automation will be using service orchestration and automation platforms (SOAPs) to orchestrate workloads and data pipelines in hybrid environments across IT and business domains.”

There are four main trends that industry-leading WLA platforms and SOAPs help IT address:

  1. A proliferation of disparate tools and distributed environments
  2. The rising importance of multi-cloud and hybrid cloud environments
  3. The shift towards DevOps and agile methodologies
  4. IT’s increased role in providing services to external customers
Redwood Software is a Leader in Gartner® Magic Quadrant™ for SOAP

Proliferation of disparate tools

IT environments are becoming more complex as organizations implement a wide range of enterprise applications and technologies to meet business needs.

WLA platforms can provide a variety of ways to integrate tools and systems, including CRMs, ERPS and more, through direct integrations and universal connectors. WLA platforms can also enable users to load and execute APIs (including WSDLs, SOAP services, .Net assemblies, stored procedures and command lines). 

Today, WLA platforms can also provide REST API adapters which can be used to quickly and reliably incorporate virtually any technology into end-to-end processes. These adapters are increasingly simple to use as new features are added, such as reusable templates, wizards and testing.

As organizations become more reliant on cloud-based infrastructure and applications, the use of APIs to integrate and orchestrate processes will increase.

Multi-cloud and hybrid cloud environments

Many organizations now rely on multiple cloud vendors to leverage a wider range of tools and services. At the same time, some organizations continue to maintain legacy mainframes and other on-premises systems, including private cloud.

As a result, organizations are moving towards orchestration and integration hubs that can seamlessly manage data across multi-cloud and hybrid environments. WLA solutions often provide direct integrations with Microsoft Azure, Amazon AWS and VMware, among other providers. WLA can also be deployed in cloud environments, on-premises or in hybrid configurations, simplifying management and compliance requirements for cross-platform processes.

The large number of VMs and cloud-based servers is also of growing concern for IT teams — there can be hundreds of virtual or cloud-based resources in a given environment, making manual management virtually impossible. 

To help address this, WLA platforms can be directed to dynamically manage workloads and compute resources. Using machine learning algorithms, a WLA platform can schedule jobs and allocate resources based on historical trends and real-time needs. This includes rerouting jobs, cordoning resources and provisioning/deprovisioning resources in real time for dynamic, needs-based scalability in multi-cloud environments.

This makes it possible for IT environments to spin machines up and down based on demand so that organizations aren’t paying for idle machine resources.

DevOps and agile methodologies

There’s a growing trend to spend more time in development and less time maintaining processes and assets. Part of this is because businesses need to quickly adapt to shifting market demands. Digital services and digitally augmented operations are critical to keeping many organizations afloat.

To meet these challenges, WLA platforms are providing tools that accelerate and streamline development and operations. This includes drag-and-drop workflow designers that abstract away complex code, visual maps that lay out dependencies and features that help drive collaboration, such as Check-Out | Check-In, change management and testing functionality.

WLA platforms can also support PowerShell, command lines and, as we covered, APIs. Scripts can be maintained within the platform for easy integration into cross-platform processes, while documentation and auditing provide security and prevent knowledge loss.

Meanwhile, these same WLA platforms are helping IT teams automate operations using real-time dashboard monitoring, alerting, auto-remediation and even preemptive error detection. The goal for WLA vendors is to reduce the time IT teams spend maintaining, in order to increase the time IT teams can spend developing and iterating services.

The expanding role of IT

IT’s role within the organization has been expanding, and continues to expand, at an accelerated pace. CIOs and IT leaders are being given greater responsibility for overseeing CX programs and managing day-to-day operations.

To help organizations pivot and adapt, WLA vendors are building out capabilities that enable IT to rapidly integrate new tools and technologies to seamlessly manage data to eliminate silos and accelerate development and innovation across entire ecosystems.

Today’s market-leading WLA platforms are advanced, intelligent automation and orchestration solutions that have evolved far beyond traditional automation and scheduling tools. Today, many WLA vendors support mobile and web applications that enable IT users to manage their environments from a range of devices and browsers, regardless of whether they’re in the office. Self-service portals are also available, enabling business users to trigger and monitor ad-hoc processes without having to open IT tickets, saving IT time while improving service-level agreement (SLA) performance.

WLA vendors are pushing the limits of extensible automation, going far beyond traditional job schedulers to drive digital transformation and set up IT for long-term success. Automate repetitive tasks and offer your IT team a single point of control for developing automated workflows across your enterprise. Demo ActiveBatch by Redwood.


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