Alternatives to Dafne
Compare Dafne alternatives for your business or organization using the curated list below. SourceForge ranks the best alternatives to Dafne in 2026. Compare features, ratings, user reviews, pricing, and more from Dafne competitors and alternatives in order to make an informed decision for your business.
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JAMS
JAMS Software
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. -
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JS7 JobScheduler
SOS GmbH
JS7 JobScheduler is an Open Source workload automation system designed for performance, resilience and security. It provides unlimited performance for parallel execution of jobs and workflows. JS7 offers cross-platform job execution, managed file transfer, complex no-code job dependencies and a real REST API. Platforms - Cloud scheduling from Containers for Docker®, Kubernetes®, OpenShift® etc. - True multi-platform scheduling on premises for Windows®, Linux®, AIX®, Solaris®, macOS® etc. - Hybrid use for cloud and on premises User Interface - Modern, no-code GUI for inventory management, monitoring and control with web browsers - Near real-time information brings immediate visibility of status changes and log output of jobs and workflows - Multi-client capability, role based access management High Availability - Redundancy and Resilience based on asynchronous design and autonomous Agents - Clustering for all JS7 products, automatic fail-over and manual switch-over -
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Stonebranch
Stonebranch
Universal Automation Center (UAC) is a real-time IT automation platform designed to centrally manage and orchestrate tasks and processes across hybrid IT environments - from on-prem to the cloud. Universal Automation Center (UAC) is a software platform designed to automate and orchestrate your IT and business processes, securely manage file transfers, and centralize the management of disparate IT job scheduling and workload automation solutions. With our event-driven automation technology, it is now possible to achieve real-time automation across your entire hybrid IT environment. Real-time hybrid IT automation and managed file transfers (MFT) for any type of cloud, mainframe, distributed or hybrid environment. Start automating, managing and orchestrating file transfers from mainframe or disparate systems to the AWS or Azure cloud and vice versa with no ramp-up time or cost-intensive hardware investments. -
4
ActiveBatch Workload Automation
ActiveBatch by Redwood
ActiveBatch by Redwood makes setting up and launching automation easy with no custom scripting required. With a low-code Super REST API adapter, over 100 pre-built job steps and a user-friendly drag-and-drop workflow designer, you can integrate across any system, application and data source, on-prem, in the cloud or in hybrid environments. Maintain complete control and visibility and meet SLAs with monitoring of all automation from a single pane of glass and get custom alerts via emails or SMS. Managed Smart Queues dynamically scale resources for high-volume workloads, reducing process times while the self-service portal enables business users to run and monitor workflows independently. ActiveBatch meets security and compliance standards, with ISO 27001 and SOC 2, Type II certifications, encrypted connections and regular third-party tests, always keeping security at the forefront. Along with ongoing product advancements, get the added benefit of 24x7 support and on-site training. -
5
Linx
Twenty57
A powerful iPaaS platform for integration and business process automation. Linx is a powerful platform for building custom integrations at scale. The platform provides enterprise-grade capability and unparalleled flexibility to cater to a wide range of integration use cases for today’s growing businesses, including application integration, data synchronization, data migration, automations, and rapid API development and management. Linx is a low-code, desktop-based iPaaS that enables organizations to connect their cloud and on-premise applications, data sources.Starting Price: $599 per month -
6
Rivery
Rivery
Rivery’s SaaS ETL platform provides a fully-managed solution for data ingestion, transformation, orchestration, reverse ETL and more, with built-in support for your development and deployment lifecycles. Key Features: Data Workflow Templates: Extensive library of pre-built templates that enable teams to instantly create powerful data pipelines with the click of a button. Fully managed: No-code, auto-scalable, and hassle-free platform. Rivery takes care of the back end, allowing teams to spend time on priorities rather than maintenance. Multiple Environments: Construct and clone custom environments for specific teams or projects. Reverse ETL: Automatically send data from cloud warehouses to business applications, marketing clouds, CPD’s, and more.Starting Price: $0.75 Per Credit -
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DataBahn
DataBahn
DataBahn.ai is redefining how enterprises manage the explosion of security and operational data in the AI era. Our AI-powered data pipeline and fabric platform helps organizations securely collect, enrich, orchestrate, and optimize enterprise data—including security, application, observability, and IoT/OT telemetry—for analytics, automation, and AI. With native support for over 400 integrations and built-in enrichment capabilities, DataBahn streamlines fragmented data workflows and reduces SIEM and infrastructure costs from day one. The platform requires no specialist training, enabling security and IT teams to extract insights in real time and adapt quickly to new demands. We've helped Fortune 500 and Global 2000 companies reduce data processing costs by over 50% and automate more than 80% of their data engineering workloads. -
8
Amazon CloudWatch
Amazon
Amazon CloudWatch is a monitoring and observability service built for DevOps engineers, developers, site reliability engineers (SREs), and IT managers. CloudWatch provides you with data and actionable insights to monitor your applications, respond to system-wide performance changes, optimize resource utilization, and get a unified view of operational health. CloudWatch collects monitoring and operational data in the form of logs, metrics, and events, providing you with a unified view of AWS resources, applications, and services that run on AWS and on-premises servers. You can use CloudWatch to detect anomalous behavior in your environments, set alarms, visualize logs and metrics side by side, take automated actions, troubleshoot issues, and discover insights to keep your applications. CloudWatch alarms watch your metric values against thresholds that you specify or that it creates using ML models to detect anomalous behavior. -
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Fivetran
Fivetran
Fivetran is a leading data integration platform that centralizes an organization’s data from various sources to enable modern data infrastructure and drive innovation. It offers over 700 fully managed connectors to move data automatically, reliably, and securely from SaaS applications, databases, ERPs, and files to data warehouses and lakes. The platform supports real-time data syncs and scalable pipelines that fit evolving business needs. Trusted by global enterprises like Dropbox, JetBlue, and Pfizer, Fivetran helps accelerate analytics, AI workflows, and cloud migrations. It features robust security certifications including SOC 1 & 2, GDPR, HIPAA, and ISO 27001. Fivetran provides an easy-to-use, customizable platform that reduces engineering time and enables faster insights. -
10
Rocket Workload Automation
Rocket Software
Rocket Workload Automation and DevOps Orchestration is a unified platform that enables organizations to design, visualize, orchestrate, and automate business workflows and workload execution across distributed, hybrid, and mainframe environments from a centralized console, helping teams simplify complexity, reduce manual intervention, mitigate operational risk, and improve delivery velocity. It supports cross-platform automation that spans on-premises, cloud, and mainframe systems, giving operators and developers a single place to manage task dependencies, job schedules, and end-to-end process flows while maintaining consistency and reliability across heterogeneous IT landscapes. It includes components such as Rocket Enterprise Orchestrator for scheduling and managing complex development and operations workflows; Rocket Zena for streamlining enterprise workload automation with full visibility into operational processes. -
11
Control-M
BMC Software
Control-M is an end-to-end workflow orchestration platform that simplifies how organizations build, schedule, and manage application and data workflows across hybrid environments. It provides a single, unified view that eliminates complexity and ensures critical processes run reliably and on time. With built-in integrations for cloud, mainframe, DevOps tools, and leading data platforms, teams can orchestrate everything from batch jobs to modern data pipelines. Control-M enhances operational efficiency through proactive monitoring, SLA insights, and predictive analytics that prevent delays before they impact the business. Developers and operations teams gain shared visibility and self-service controls, enabling faster delivery cycles and reduced manual effort. By consolidating workflow management into one system, Control-M improves reliability, accelerates innovation, and reduces operational costs. -
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Kestra
Kestra
Kestra is an open-source, event-driven orchestrator that simplifies data operations and improves collaboration between engineers and business users. By bringing Infrastructure as Code best practices to data pipelines, Kestra allows you to build reliable workflows and manage them with confidence. Thanks to the declarative YAML interface for defining orchestration logic, everyone who benefits from analytics can participate in the data pipeline creation process. The UI automatically adjusts the YAML definition any time you make changes to a workflow from the UI or via an API call. Therefore, the orchestration logic is defined declaratively in code, even if some workflow components are modified in other ways. -
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Apache Airflow
The Apache Software Foundation
Airflow is a platform created by the community to programmatically author, schedule and monitor workflows. Airflow has a modular architecture and uses a message queue to orchestrate an arbitrary number of workers. Airflow is ready to scale to infinity. Airflow pipelines are defined in Python, allowing for dynamic pipeline generation. This allows for writing code that instantiates pipelines dynamically. Easily define your own operators and extend libraries to fit the level of abstraction that suits your environment. Airflow pipelines are lean and explicit. Parametrization is built into its core using the powerful Jinja templating engine. No more command-line or XML black-magic! Use standard Python features to create your workflows, including date time formats for scheduling and loops to dynamically generate tasks. This allows you to maintain full flexibility when building your workflows. -
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Managed Service for Apache Airflow is a fully managed workflow orchestration platform from Google Cloud built on the open-source Apache Airflow project. It allows users to author, schedule, and monitor data pipelines using Python-based workflows known as DAGs. The platform eliminates the need to manage infrastructure, enabling teams to focus on building and running pipelines. It integrates seamlessly with Google Cloud services such as BigQuery, Dataflow, and Managed Service for Apache Spark. It also supports hybrid and multi-cloud environments, allowing workflows to span across different systems. Users benefit from built-in monitoring, logging, and troubleshooting tools for reliability. The service is designed to simplify complex data workflows, including ETL, MLOps, and automation tasks. Overall, it provides a scalable and flexible solution for orchestrating modern data pipelines.Starting Price: $0.074 per vCPU hour
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15
Dataform
Google
Dataform enables data analysts and data engineers to develop and operationalize scalable data transformation pipelines in BigQuery using only SQL from a single, unified environment. Its open source core language lets teams define table schemas, configure dependencies, add column descriptions, and set up data quality assertions within a shared code repository while applying software development best practices, version control, environments, testing, and documentation. A fully managed, serverless orchestration layer automatically handles workflow dependencies, tracks lineage, and executes SQL pipelines on demand or via schedules in Cloud Composer, Workflows, BigQuery Studio, or third-party services. In the browser-based development interface, users get real-time error feedback, visualize dependency graphs, connect to GitHub or GitLab for commits and code reviews, and launch production-grade pipelines in minutes without leaving BigQuery Studio.Starting Price: Free -
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Lyftrondata
Lyftrondata
Whether you want to build a governed delta lake, data warehouse, or simply want to migrate from your traditional database to a modern cloud data warehouse, do it all with Lyftrondata. Simply create and manage all of your data workloads on one platform by automatically building your pipeline and warehouse. Analyze it instantly with ANSI SQL, BI/ML tools, and share it without worrying about writing any custom code. Boost the productivity of your data professionals and shorten your time to value. Define, categorize, and find all data sets in one place. Share these data sets with other experts with zero codings and drive data-driven insights. This data sharing ability is perfect for companies that want to store their data once, share it with other experts, and use it multiple times, now and in the future. Define dataset, apply SQL transformations or simply migrate your SQL data processing logic to any cloud data warehouse. -
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Lumada IIoT
Hitachi
Embed sensors for IoT use cases and enrich sensor data with control system and environment data. Integrate this in real time with enterprise data and deploy predictive algorithms to discover new insights and harvest your data for meaningful use. Use analytics to predict maintenance problems, understand asset utilization, reduce defects and optimize processes. Harness the power of connected devices to deliver remote monitoring and diagnostics services. Employ IoT Analytics to predict safety hazards and comply with regulations to reduce worksite accidents. Lumada Data Integration: Rapidly build and deploy data pipelines at scale. Integrate data from lakes, warehouses and devices, and orchestrate data flows across all environments. By building ecosystems with customers and business partners in various business areas, we can accelerate digital innovation to create new value for a new society. -
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Data Virtuality
Data Virtuality
Connect and centralize data. Transform your existing data landscape into a flexible data powerhouse. Data Virtuality is a data integration platform for instant data access, easy data centralization and data governance. Our Logical Data Warehouse solution combines data virtualization and materialization for the highest possible performance. Build your single source of data truth with a virtual layer on top of your existing data environment for high data quality, data governance, and fast time-to-market. Hosted in the cloud or on-premises. Data Virtuality has 3 modules: Pipes, Pipes Professional, and Logical Data Warehouse. Cut down your development time by up to 80%. Access any data in minutes and automate data workflows using SQL. Use Rapid BI Prototyping for significantly faster time-to-market. Ensure data quality for accurate, complete, and consistent data. Use metadata repositories to improve master data management. -
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Dagster
Dagster Labs
Dagster is a next-generation orchestration platform for the development, production, and observation of data assets. Unlike other data orchestration solutions, Dagster provides you with an end-to-end development lifecycle. Dagster gives you control over your disparate data tools and empowers you to build, test, deploy, run, and iterate on your data pipelines. It makes you and your data teams more productive, your operations more robust, and puts you in complete control of your data processes as you scale. Dagster brings a declarative approach to the engineering of data pipelines. Your team defines the data assets required, quickly assessing their status and resolving any discrepancies. An assets-based model is clearer than a tasks-based one and becomes a unifying abstraction across the whole workflow.Starting Price: $0 -
20
Elastigroup
Spot by NetApp
Provision, manage and scale compute infrastructure on any cloud. Save up to 80% on your costs while ensuring SLA and high-availability. Elastigroup is a cluster software, designed to optimize performance and costs. It enables companies of all sizes and verticals to reliably leverage Cloud Excess Capacity to optimize and accelerate workloads and save up to 90% on infrastructure compute costs. Elastigroup makes use of proprietary price prediction technology to deploy reliably onto Spot Instances. By predicting interruptions and fluctuations Elastigroup is able to offensively rebalance clusters to prevent interruption. Elastigroup reliably leverages excess capacity across all major cloud providers such as EC2 Spot Instances (AWS), Low-priority VMs (Microsoft Azure) and Preemptible VMs (Google Cloud), while removing risk and complexity, providing simple orchestration and management at scale. -
21
Astera Centerprise
Astera Software
Astera Centerprise is a complete on-premise data integration solution that helps extract, transform, profile, cleanse, and integrate data from disparate sources in a code-free, drag-and-drop environment. The software is designed to cater to enterprise-level data integration needs and is used by Fortune 500 companies, like Wells Fargo, Xerox, HP, and more. Through process orchestration, workflow automation, job scheduling, instant data preview, and more, enterprises can easily get accurate, consolidated data for their day-to-day decision making at the speed of business. -
22
Automic Automation
Broadcom
Enterprises need to automate a complex and diverse landscape of applications, platforms and technologies to deliver services in a competitive digital business environment. Service Orchestration and Automation Platforms are essential scale your IT operations and derive greater value from automation: You have to manage complex workflows across platforms, ERP systems, business apps from mainframe to microservices and multi-cloud. You need to streamline your big data pipelines, enabling self-services for data scientists while providing massive scale and strong governance on data flows. You're required to deliver compute, network and storage resources on-prem and in the cloud for development and business users. Automic Automation gives you the agility, speed and reliability required for effective digital business automation. From a single unified platform, Automic centrally provides the orchestration and automation capabilities needed accelerate your digital transformation. -
23
Keragon
Keragon
Keragon is a HIPAA-compliant healthcare integration and automation platform intended to simplify and automate healthcare workflows. The company allows healthcare organizations to connect their disparate systems and automate common tasks, such as appointment scheduling, patient intake and billing, enabling healthcare product teams to improve efficiency, reduce costs and improve patient care. Using Keragon, you can build HIPAA-compliant workflow automation without code and with just a few clicks. Feel Free to Visit our website or send us an email for more details. -
24
Automate Schedule
Fortra
Powerful workload automation for centralized Linux job scheduling. When you’re able to automate all your workflows across your Windows, UNIX, Linux, and IBM i systems with a job scheduler, your IT team has more time to tackle more strategic projects that impact the bottom line. Bring isolated job schedules from cron or Windows Task Scheduler enterprise-wide. When your job scheduler integrates with your other key software applications, it’s easier to see the whole picture, leverage data across the organization, and unify your job schedules. Be more efficient so you can meet your workload automation goals. Automated job scheduling makes your life easier and transforms the way you do business. Build dynamic, event-driven job schedules across servers and take dependencies into account—supporting your business goals with better workflows. Automate Schedule offers high availability for a master server and a standby server so if an outage were to occur, important tasks would continue. -
25
DataKitchen
DataKitchen
Reclaim control of your data pipelines and deliver value instantly, without errors. The DataKitchen™ DataOps platform automates and coordinates all the people, tools, and environments in your entire data analytics organization – everything from orchestration, testing, and monitoring to development and deployment. You’ve already got the tools you need. Our platform automatically orchestrates your end-to-end multi-tool, multi-environment pipelines – from data access to value delivery. Catch embarrassing and costly errors before they reach the end-user by adding any number of automated tests at every node in your development and production pipelines. Spin-up repeatable work environments in minutes to enable teams to make changes and experiment – without breaking production. Fearlessly deploy new features into production with the push of a button. Free your teams from tedious, manual work that impedes innovation. -
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DoubleCloud
DoubleCloud
Save time & costs by streamlining data pipelines with zero-maintenance open source solutions. From ingestion to visualization, all are integrated, fully managed, and highly reliable, so your engineers will love working with data. You choose whether to use any of DoubleCloud’s managed open source services or leverage the full power of the platform, including data storage, orchestration, ELT, and real-time visualization. We provide leading open source services like ClickHouse, Kafka, and Airflow, with deployment on Amazon Web Services or Google Cloud. Our no-code ELT tool allows real-time data syncing between systems, fast, serverless, and seamlessly integrated with your existing infrastructure. With our managed open-source data visualization you can simply visualize your data in real time by building charts and dashboards. We’ve designed our platform to make the day-to-day life of engineers more convenient.Starting Price: $0.024 per 1 GB per month -
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Prefect
Prefect
Prefect is a workflow orchestration and automation platform designed for the modern context-driven era. It enables teams to turn Python functions into production-ready workflows with minimal effort. Prefect provides open-source foundations alongside managed platforms for enterprise-scale automation. The platform supports building and orchestrating data pipelines, workflows, and AI applications with full observability. Prefect Cloud offers managed orchestration with autoscaling, enterprise authentication, and built-in governance. Prefect Horizon extends automation to AI infrastructure by enabling deployment of MCP servers for AI agents. Trusted by leading organizations, Prefect helps teams scale automation without operational complexity. -
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Flowbiz
Werkflo Software Solutions Pty Limited
Flowbiz™ is a powerful charting, automation workflow and integration solution. Users can process and report on any activity, for any industry, anytime, anywhere. Flowbiz™ offers a highly scalable, robust and versatile all-in-one solution that gives a business everything needed to digitally transform their processes and operations to save time and cost. It is cloud-based, offers high security plus a pack of other features starting from $5 AUD dollars for Designer for charting , $18 AUD for Tasker and $35 AUD for AutoTasker per user per month for semi-automation and full systems automation so users do nothing. Users can chat, design and implement process changes from one powerful tool. Simply, click to start, upgrade and get automation going in real time.Starting Price: $5.00 AUD -
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Cron To Go
Crazy Ant Labs
Cron To Go simplifies the monitoring, alerting, and management of your cron jobs' performance, uptime, and status, ensuring seamless operation. Cron To Go's intuitive dashboard empowers your team to effortlessly monitor and diagnose issues in your background jobs, regardless of their execution location, while ensuring you receive notifications for any job failures. Monitor and get notifications on your job statuses, regardless of where they execute. Cron To Go is a distributed, scalable, and dependable cloud scheduling solution. Cron is no longer a single point of failure. With its guaranteed at-least-once delivery, your jobs are guaranteed to run even in the event of failures, as schedules are retriggered to ensure consistent delivery. You can set schedules with 60-second precision across different time zones, using either the well-known Unix cron format or simple rate expressions. This flexibility allows your jobs to execute several times a day, on chosen days.Starting Price: $0.012 per hour -
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Fortra Automate
Fortra
Automate, from Fortra, provides powerful automation software for anyone. Realize your value faster, expand at any time, and scale with less burden. All with one solution for your automation needs. Quickly build bots with form-based development and 600+ pre-built automation actions. Deploy bots as attended or unattended with concurrent execution of tasks. No restrictions. We eliminate the #1 challenge of scalability, unlocking full automation potential, at 5x more value than other RPA solutions. There are so many types of business processes you can streamline with Automate—from data scraping and extraction to web browser tasks to integrating with your most critical business applications. The possibilities for digital transformation are endless. Go beyond macros to automate Excel reports for more efficient and accurate Excel processes. Streamline web data extraction with automated navigation, input, and more. Eliminate manual tasks and custom script writing. -
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CA 7 Workload Automation Intelligence Edition is a workload automation solution from Broadcom designed to help organizations manage and optimize job scheduling and workload processing across hybrid IT environments. The platform combines machine intelligence and automation analytics to improve operational efficiency and support proactive AIOps strategies. CA 7 Workload Automation Intelligence automates labor-intensive scheduling, monitoring, and performance management tasks for IBM z Systems environments. The solution provides real-time analytics through Workload Automation iDash, enabling organizations to monitor workloads and optimize performance more effectively. It also extends automation across multiple platforms and business applications through Workload Automation Agents for centralized workload management. The platform helps businesses anticipate performance issues, improve visibility across systems, and respond faster to changing service-level agreement requirements.
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Skyvia
Devart
Data integration, backup, management, and connectivity. 100 % cloud based platform that offers contemporary cloud agility and scalability, eliminating the need of deployment or manual upgrades. No coding wizard-based solution that meets the needs of both IT professionals and business users with no technical skills. With flexible pricing plans for each product, Skyvia suites for businesses of any size, from a small startup to an enterprise company. Connect your cloud, on-premise, and flat data to automate workflows. Automate data collection from disparate cloud sources to a database or data warehouse. Transfer your business data between cloud apps automatically in just a few clicks. Protect all your cloud data and keep it secure in one place. Share data in real time via REST API to connect with multiple OData consumers. Query and manage any data from the browser via SQL or intuitive visual Query Builder. -
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Amazon MWAA
Amazon
Amazon Managed Workflows for Apache Airflow (MWAA) is a managed orchestration service for Apache Airflow that makes it easier to set up and operate end-to-end data pipelines in the cloud at scale. Apache Airflow is an open-source tool used to programmatically author, schedule, and monitor sequences of processes and tasks referred to as “workflows.” With Managed Workflows, you can use Airflow and Python to create workflows without having to manage the underlying infrastructure for scalability, availability, and security. Managed Workflows automatically scales its workflow execution capacity to meet your needs, and is integrated with AWS security services to help provide you with fast and secure access to data.Starting Price: $0.49 per hour -
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Application performance shines when you optimize resources across all your data centers and clouds, all with one software solution. See how your app and infrastructure dependencies affect workload performance with full-stack visibility. Get AI-assisted analytics and resource recommendations to help you proactively address issues before they harm your business. Lower costs, automate workloads and optimize application resources across IT. Our real-time decision engine for hybrid cloud environments helps you do it all, from one place. Have resource recommendations carried out automatically when you want them. Pair with Cisco AppDynamics to combine real-time awareness of business outcomes and user experience with infrastructure automation. Get more insights by integrating with third-party APM tools such as Dynatrace and New Relic. Optimize applications and workloads running on AWS.
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BMC AMI Ops Automation for Capping. Automate workload capping to avoid risk and optimize costs. BMC AMI Ops Automation for Capping (formerly Intelligent Capping for zEnterprise) applies automated intelligence to manage business-critical MSU capacity settings to avoid operational risk, optimize costs, and meet the needs of digital demand. Automatically manage capping limits to prioritize workloads and optimize mainframe software license costs which can consume 30-50% of the IT budget. Dynamically automate defined capacity MSU settings to optimize your monthly software costs by 10% or more. Mitigate business risk by analyzing, simulating, and automatically managing changes to defined capacity settings based on workload profile. Align capacity to business demand by ensuring MSUs are allocated to highest priority workloads. Patented technology drives capping adjustments, ensuring the most business-critical services are unaffected.
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Alooma
Google
Alooma enables data teams to have visibility and control. It brings data from your various data silos together into BigQuery, all in real time. Set up and flow data in minutes or customize, enrich, and transform data on the stream before it even hits the data warehouse. Never lose an event. Alooma's built in safety nets ensure easy error handling without pausing your pipeline. Any number of data sources, from low to high volume, Alooma’s infrastructure scales to your needs. -
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Astro by Astronomer
Astronomer
For data teams looking to increase the availability of trusted data, Astronomer provides Astro, a modern data orchestration platform, powered by Apache Airflow, that enables the entire data team to build, run, and observe data pipelines-as-code. Astronomer is the commercial developer of Airflow, the de facto standard for expressing data flows as code, used by hundreds of thousands of teams across the world. -
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Chalk
Chalk
Powerful data engineering workflows, without the infrastructure headaches. Complex streaming, scheduling, and data backfill pipelines, are all defined in simple, composable Python. Make ETL a thing of the past, fetch all of your data in real-time, no matter how complex. Incorporate deep learning and LLMs into decisions alongside structured business data. Make better predictions with fresher data, don’t pay vendors to pre-fetch data you don’t use, and query data just in time for online predictions. Experiment in Jupyter, then deploy to production. Prevent train-serve skew and create new data workflows in milliseconds. Instantly monitor all of your data workflows in real-time; track usage, and data quality effortlessly. Know everything you computed and data replay anything. Integrate with the tools you already use and deploy to your own infrastructure. Decide and enforce withdrawal limits with custom hold times.Starting Price: Free -
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Mitratech TAP Workflow Automation
Mitratech
Forms and process automation software that’s proven in practice. For ease of use, process acceleration, and faster Time-to-Value. Workflows and digitized forms can be designed and published in just hours or days, not months, thanks to TAP’s drag-and-drop UI – and are executed in a fraction of the time of traditional processes. Drive more effective and rapid teamwork, even across multiple departments and outside resources. Plus, automated notifications, e-signatures, and role-based access features ensure proper, timely contributions. Managers get visibility into every workflow to monitor and fine-tune performance. Users share centrally-stored common assets, and all workflows and documents are automatically archived for security and review. Best practices and compliance can be embedded in every workflow to mitigate risks. Even as automating repetitive tasks reduces human error while cutting costs, delivering fast Time-to-Value and ROI. -
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HCL Workload Automation
HCLSoftware
HCL Workload Automation orchestrates unattended and event-driven tasks for IT and Business processes from legacy to cloud & K8s systems and accelerate the digital transformation of modern enterprises, ensuring business agility and resiliency. With the latest Verion 10 organizations can accelerate IT and business automation with streamlined modelling to make the most out of your workloads via contextual help, making it a one-stop automation platform. With AI-driven automation, Organizations can analyze workload data & observability to empower product operations. Our platform acts as a meta-orchestrator for continuous automation, leveraging containerization and an intuitive user inte ace, while offering the lowest TCO on the market, you can save up to 40% based on Competitor’s Average. -
41
definity
definity
Monitor and control everything your data pipelines do with zero code changes. Monitor data and pipelines in motion to proactively prevent downtime and quickly root cause issues. Optimize pipeline runs and job performance to save costs and keep SLAs. Accelerate code deployments and platform upgrades while maintaining reliability and performance. Data & performance checks in line with pipeline runs. Checks on input data, before pipelines even run. Automatic preemption of runs. definity takes away the effort to build deep end-to-end coverage, so you are protected at every step, across every dimension. definity shifts observability to post-production to achieve ubiquity, increase coverage, and reduce manual effort. definity agents automatically run with every pipeline, with zero footprints. Unified view of data, pipelines, infra, lineage, and code for every data asset. Detect in run-time and avoid async checks. Auto-preempt runs, even on inputs. -
42
Actifio
Google
Automate self-service provisioning and refresh of enterprise workloads, integrate with existing toolchain. High-performance data delivery and re-use for data scientists through a rich set of APIs and automation. Recover any data across any cloud from any point in time – at the same time – at scale, beyond legacy solutions. Minimize the business impact of ransomware / cyber attacks by recovering quickly with immutable backups. Unified platform to better protect, secure, retain, govern, or recover your data on-premises or in the cloud. Actifio’s patented software platform turns data silos into data pipelines. Virtual Data Pipeline (VDP) delivers full-stack data management — on-premises, hybrid or multi-cloud – from rich application integration, SLA-based orchestration, flexible data movement, and data immutability and security. -
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JCLCheck Workload Automation
Broadcom
JCL Check Workload Automation helps reduce delays in your production cycle. It validates the accuracy of job control language (JCL) and also helps identify execution-time errors, such as security violations and missing data sets that could cause jobs to fail. By quickly validating JCL and identifying problems, it provides users with advanced warnings so corrective actions can be taken before the job is executed in the production cycle. Improves the integrity and readability of JCL by automating the enforcement of JCL standards. Detects a wide range of error conditions before production jobs and schedules are adversely impacted. Enhances efficiency by reformatting JCL to user-defined standards. Reduce repair time and eliminate failed restarts. Automate scheduling and job management. Fault-tolerant, highly available workload solution with an easy-to-use user interface. Efficient, finely tuned automation environment with predictive workload analytics. -
44
QuerySurge
RTTS
QuerySurge is the enterprise-grade data quality platform that continuously automates the validation of data across your entire ecosystem ‐ from data warehouses and big data lakes to BI reports and enterprise applications. With AI-powered test creation, a scalable architecture, and seamless CI/CD integration, QuerySurge consistently ensures data integrity at every stage of the pipeline: accelerating delivery, reducing risk, and enabling confident decision-making. Use Cases - Data Warehouse & ETL Testing - Big Data Testing - DevOps for Data / DataOps / Continuous Testing - Data Migration Testing - BI Report Testing - Enterprise App/ERP Testing QuerySurge Features - Data Validation: enterprise-grade platform - AI: Automatically create data validation tests - BI Report Testing: Fully automated, no-code approach - DevOps for Data (DataOps): API w/60+ calls & Swagger docs, integrate continuous testing into your CI/CD pipelines - Data Connectors: For 200+ platforms -
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Etleap
Etleap
Etleap was built from the ground up on AWS to support Redshift and snowflake data warehouses and S3/Glue data lakes. Their solution simplifies and automates ETL by offering fully-managed ETL-as-a-service. Etleap's data wrangler and modeling tools let users control how data is transformed for analysis, without writing any code. Etleap monitors and maintains data pipelines for availability and completeness, eliminating the need for constant maintenance, and centralizes data from 50+ disparate sources and silos into your data warehouse or data lake. -
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Automation Anywhere
Automation Anywhere
Automation Anywhere is the leader in Agentic Process Automation (APA), putting AI to work across organizations. The company’s platform is powered with specialized AI agents, generative AI, and offers process discovery, RPA end-to-end process orchestration, document processing and analytics, with a security and governance-first approach. Automation Anywhere empowers organizations worldwide to unleash productivity gains, improve customer experiences and create new revenue streams. The company is guided by its vision to fuel the future of work by unleashing human potential through Agentic AI-powered automation.Starting Price: $750.00 -
47
Unified Compute Platform Advisor
Hitachi Vantara
Businesses need to improve IT cost, agility, and efficiency, plus reduce risk. Hitachi Unified Compute Platform Advisor (UCP Advisor) management and orchestration software lets IT move applications and workloads between data centers, UCP systems and solutions. It also lowers risk and enables rapid delivery of new services. -
48
Resolve
Resolve Systems
Resolve is the #1 IT automation and orchestration platform, powering more than a million automations every day from simple, high-volume tasks to incredibly complex processes that go well beyond what you imagine is automatable. With more than a decade of automation expertise under our belts, we know how to build an intelligent automation and orchestration platform to meet the growing demands faced by today’s IT Operations and Network Operations teams. In fact, millions of automations are powered by Resolve on a daily basis… many of which go well beyond what you imagine is automatable. We know it sounds impossible, but it’s true. Just ask the customers who have cracked the code on tough automations like PIM testing, updating active load balancers, CUCM onboarding in seconds, true end-to-end patch management, interacting with Watson for NLP, maintaining infrastructure in segregated networks and hybrid cloud deployments, and more. Keep reading to see how we do it. -
49
Quix
Quix
Building real-time apps and services require lots of components running in concert: Kafka, VPC hosting, infrastructure as code, container orchestration, observability, CI/CD, persistent volumes, databases, and much more. The Quix platform takes care of all the moving parts. You just connect your data and start building. That’s it. No provisioning clusters or configuring resources. Use Quix connectors to ingest transaction messages streamed from your financial processing systems in a virtual private cloud or on-premise data center. All data in transit is encrypted end-to-end and compressed with G-Zip and Protobuf for security and efficiency. Detect fraudulent patterns with machine learning models or rule-based algorithms. Create fraud warning messages as troubleshooting tickets or display them in support dashboards.Starting Price: $50 per month -
50
Ingestro
Ingestro
Ingestro is an enterprise-grade, AI-powered data import solution designed to help software companies clean, validate, and onboard customer data faster. It supports uploads from a wide variety of formats—including CSV, Excel, XML, JSON, and even PDFs—while automatically mapping, cleaning, and restructuring the data to match each company’s schema. With its Data Importer SDK and Data Pipelines, Ingestro enables teams to offer a seamless self-serve import experience without building in-house tools. The platform improves scalability by automating recurring data onboarding tasks, reducing dependency on developers, and accelerating customer time-to-value. Companies rely on Ingestro to process billions of records securely thanks to features like ISO 27001 certification, GDPR compliance, and optional self-hosting. By transforming tedious data imports into smooth, AI-enhanced workflows, Ingestro helps product, engineering, and customer success teams reclaim valuable time.
