Page 5 | Compare Business Software for Apache Kafka: July 2025 Reviews & Comparison

SQLstream

Guavus, a Thales company

SQLstream ranks #1 for IoT stream processing & analytics (ABI Research). Used by Verizon, Walmart, Cisco, & Amazon, our technology powers applications across data centers, the cloud, & the edge. Thanks to sub-ms latency, SQLstream enables live dashboards, time-critical alerts, & real-time action. Smart cities can optimize traffic light timing or reroute ambulances & fire trucks. Security systems can shut down hackers & fraudsters right away. AI / ML models, trained by streaming sensor data, can predict equipment failures. With lightning performance, up to 13M rows / sec / CPU core, companies have drastically reduced their footprint & cost. Our efficient, in-memory processing permits operations at the edge that are otherwise impossible. Acquire, prepare, analyze, & act on data in any format from any source. Create pipelines in minutes not months with StreamLab, our interactive, low-code GUI dev environment. Export SQL scripts & deploy with the flexibility of Kubernetes.

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Tengu

TENGU is a DataOps Orchestration Platform that works as a central workspace for data profiles of all levels. It provides data integration, extraction, transformation, loading all within it’s graph view UI in which you can intuitively monitor your data environment. By using the platform, business, analytics & data teams need fewer meetings and service tickets to collect data, and can start right away with the data relevant to furthering the company. The Platform offers a unique graph view in which every element is automatically generated with all available info based on metadata. While allowing you to perform all necessary actions from the same workspace. Enhance collaboration and efficiency, with the ability to quickly add and share comments, documentation, tags, groups. The platform enables anyone to get straight to the data with self-service. Thanks to the many automations and low to no-code functionalities and built-in assistant.

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StackStorm

StackStorm connects all your apps, services, and workflows. From simple if/then rules to complicated workflows, StackStorm lets you automate DevOps your way. No need to change your existing processes or workflows, StackStorm connects what you already have. Community is what makes a good product great. StackStorm is used by a lot of people around the world, and you can always count on getting answers to your questions. Stackstorm can be used to automate and streamline nearly any part of your business. Here are some of the most common applications. When failures happen, StackStorm can act as Tier 1 support: It troubleshoots, fixes known problems, and escalates to humans when needed. Continuous deployment can get complex, beyond Jenkins or other specialized opinionated tools. Automate advanced CI/CD pipelines your way. ChatOps brings automation and collaboration together; transforming devops teams to get things done better, faster, and with style.

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Humanitec

Humanitec enables you to build the perfect Internal Developer Platform for your enterprise. We serve platform engineers with the leading products and processes to reduce cognitive load, drive standardization and slash time to market. Top-performing platform teams use Score to abstract developers' requests, the Platform Orchestrator to standardize configurations and workflows, the Portal to provide one single pane of glass for the entire organization. Humanitec is the leader in the platform engineering space. Named a 2022 Gartner® Cool Vendor, we drive developer productivity by radically simplifying how teams deliver software at scale. Our core product, the Humanitec Platform Orchestrator, is used by mid and large-size engineering organizations, from 100+ developer scale-ups all the way to Fortune 100s.

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E-MapReduce

Alibaba

EMR is an all-in-one enterprise-ready big data platform that provides cluster, job, and data management services based on open-source ecosystems, such as Hadoop, Spark, Kafka, Flink, and Storm. Alibaba Cloud Elastic MapReduce (EMR) is a big data processing solution that runs on the Alibaba Cloud platform. EMR is built on Alibaba Cloud ECS instances and is based on open-source Apache Hadoop and Apache Spark. EMR allows you to use the Hadoop and Spark ecosystem components, such as Apache Hive, Apache Kafka, Flink, Druid, and TensorFlow, to analyze and process data. You can use EMR to process data stored on different Alibaba Cloud data storage service, such as Object Storage Service (OSS), Log Service (SLS), and Relational Database Service (RDS). You can quickly create clusters without the need to configure hardware and software. All maintenance operations are completed on its Web interface.

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Apache Druid

Druid

Apache Druid is an open source distributed data store. Druid’s core design combines ideas from data warehouses, timeseries databases, and search systems to create a high performance real-time analytics database for a broad range of use cases. Druid merges key characteristics of each of the 3 systems into its ingestion layer, storage format, querying layer, and core architecture. Druid stores and compresses each column individually, and only needs to read the ones needed for a particular query, which supports fast scans, rankings, and groupBys. Druid creates inverted indexes for string values for fast search and filter. Out-of-the-box connectors for Apache Kafka, HDFS, AWS S3, stream processors, and more. Druid intelligently partitions data based on time and time-based queries are significantly faster than traditional databases. Scale up or down by just adding or removing servers, and Druid automatically rebalances. Fault-tolerant architecture routes around server failures.

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Lenses

Lenses.io

Enable everyone to discover and observe streaming data. Sharing, documenting and cataloging your data can increase productivity by up to 95%. Then from data, build apps for production use cases. Apply a data-centric security model to cover all the gaps of open source technology, and address data privacy. Provide secure and low-code data pipeline capabilities. Eliminate all darkness and offer unparalleled observability in data and apps. Unify your data mesh and data technologies and be confident with open source in production. Lenses is the highest rated product for real-time stream analytics according to independent third party reviews. With feedback from our community and thousands of engineering hours invested, we've built features that ensure you can focus on what drives value from your real time data. Deploy and run SQL-based real time applications over any Kafka Connect or Kubernetes infrastructure including AWS EKS.

Starting Price: $49 per month

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Amazon MSK

Amazon

Amazon Managed Streaming for Apache Kafka (Amazon MSK) is a fully managed service that makes it easy for you to build and run applications that use Apache Kafka to process streaming data. Apache Kafka is an open-source platform for building real-time streaming data pipelines and applications. With Amazon MSK, you can use native Apache Kafka APIs to populate data lakes, stream changes to and from databases, and power machine learning and analytics applications. Apache Kafka clusters are challenging to setup, scale, and manage in production. When you run Apache Kafka on your own, you need to provision servers, configure Apache Kafka manually, replace servers when they fail, orchestrate server patches and upgrades, architect the cluster for high availability, ensure data is durably stored and secured, setup monitoring and alarms, and carefully plan scaling events to support load changes.

Starting Price: $0.0543 per hour

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Apache Ranger

The Apache Software Foundation

Apache Ranger™ is a framework to enable, monitor and manage comprehensive data security across the Hadoop platform. The vision with Ranger is to provide comprehensive security across the Apache Hadoop ecosystem. With the advent of Apache YARN, the Hadoop platform can now support a true data lake architecture. Enterprises can potentially run multiple workloads, in a multi tenant environment. Data security within Hadoop needs to evolve to support multiple use cases for data access, while also providing a framework for central administration of security policies and monitoring of user access. Centralized security administration to manage all security related tasks in a central UI or using REST APIs. Fine grained authorization to do a specific action and/or operation with Hadoop component/tool and managed through a central administration tool. Standardize authorization method across all Hadoop components. Enhanced support for different authorization methods - Role based access control etc.

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Vaultspeed

VaultSpeed

Experience faster data warehouse automation. The Vaultspeed automation tool is built on the Data Vault 2.0 standard and a decade of hands-on experience in data integration projects. Get support for all Data Vault 2.0 objects and implementation options. Generate quality code fast for all scenarios in a Data Vault 2.0 integration system. Plug Vaultspeed into your current set-up and leverage your investments in tools and knowledge. Get guaranteed compliance with the latest Data Vault 2.0 standard. We are in continuous interaction with Scalefree, the body of knowledge for the Data Vault 2.0 community. The Data Vault 2.0 modelling approach strips the model components to their bare minimum so they can be loaded through the same loading pattern (repeatable pattern) and have the same database structure. Vaultspeed works with a template system, which understands the structure of the object types, and easy-to-set configuration parameters.

Starting Price: €600 per user per month

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Macaw

Macaw Software

Macaw is an enterprise grade platform optimized for building and transforming applications for digital age. Macaw provides an unique approach to modernize traditional applications to utilize containers and microservices technologies. It also offers a turn-key approach for enterprises to design, develop, build, publish, run and operate microservices based application in a holistic manner irrespective of the underlying infrastructure and clouds. Macaw is meant for enterprises looking to accelerate their modernization journey with hybrid-cloud strategy and cloud native applications. Thanks to its many built-in foundational services ,turnkey operational capabilities and kubernetes integration. Macaw provides the necessary run time environment, services and tools to build, deploy and manage Microservices based application. It provides various built-in and readily usable core application services like database, security, messaging, load-balancing for accelerated development and turn-key ops.

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Y42

Datos-Intelligence GmbH

Y42 is the first fully managed Modern DataOps Cloud. It is purpose-built to help companies easily design production-ready data pipelines on top of their Google BigQuery or Snowflake cloud data warehouse. Y42 provides native integration of best-of-breed open-source data tools, comprehensive data governance, and better collaboration for data teams. With Y42, organizations enjoy increased accessibility to data and can make data-driven decisions quickly and efficiently.

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Actian Avalanche

Actian

Actian Avalanche is a fully managed hybrid cloud data warehouse service designed from the ground up to deliver high performance and scale across all dimensions – data volume, concurrent user, and query complexity – at a fraction of the cost of alternative solutions. It is a true hybrid platform that can be deployed on-premises as well as on multiple clouds, including AWS, Azure, and Google Cloud, enabling you to migrate or offload applications and data to the cloud at your own pace. Actian Avalanche delivers the best price-performance in the industry outof-the-box without DBA tuning and optimization techniques. For the same cost as alternative solutions, you can benefit from substantially better performance or chose the same performance for significantly lower cost. For example, Avalanche provides up to 6x the price-performance advantage over Snowflake as measured by GigaOm’s TPC-H industry standard benchmark and even more against many of the appliance vendors.

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MayaData

OpenEBS with Kubera is the answer. OpenEBS is the most popular open source storage for Kubernetes - and the fastest. Kubera adds an easy to use GUI for OpenEBS Mayastor - and APIs, auto checks and configuration, active directory authentication, built-in performance benchmarking, and additional operators to assist in upgrades and other use cases. Kubera is freely available and is delivered by MayaData when providing 24/7 support for customers to reduce operational costs and complexity. Kubera Propel is a cloud-native declarative data plane written in Rust. It’s built on the open source OpenEBS Mayastor. Kubera Propel combines breakthrough technologies like NVMe, SPDK, and emerging new storage features in the Linux kernel. OpenEBS managed by Kubera Propel has been shown independent benchmarks to deliver extremely low latency performance for data bases and other workloads running on Kubernetes.

Starting Price: $100 per node per month

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The GlobalSolutions

Lower your cloud spend, secure your cloud, & improve developer productivity. Why give free money to cloud providers? Use our solution to track your spend and take simple/ML based actions to reduce cost. Subscribe to our 60+ applications in AWS Marketplace. Simple to launch with the cheapest price. Secure your cloud infrastructure and patch your EC2 instance across regions from a single pane of window. A simple dashboard to slice and dice your AWS Cloud spend. Sweeps your unused AWS resources to reduce cost. Action based jobs to reduce cost. Continuous Machine learning analysis to reduce cloud cost. Subscribe to our range of applications on AWS Marketplace. Don’t spend time in building application stacks. Hardened/Secured images out of the shelves. You get to code more than spending time in operations. Scan your AWS infrastructure for any security gaps, helps to address vulnerabilities in your environment. Patch your servers across all regions from one simple dashboard.

Starting Price: $200 per month

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StackPulse

StackPulse automates and orchestrates incident response and management, enabling a continuous approach to software services reliability. The StackPulse platform gives SREs, developers and on-callers the context and control necessary to analyze, respond to, and resolve incidents across the entire stack, at any scale. StackPulse transforms how engineering and operations teams operate software and infrastructure services. Our Platform makes it easy to get started collaborating with a suite of incident management tools, from automated war room creation, to data capture and auto-generated postmortems. The data captured during these incidents then generates recommendations for playbooks and triggers that result in significant reductions in MTTR or improvements in SLO adherence. StackPulse identifies risk based on specific patterns of your organization’s unique monitoring, infrastructure, and operational data, and then recommends automated playbooks tailored to your organization.

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Diamanti

The prevailing assumption is that containers are ideal only for stateless applications. However, many organizations are seeing the value of containerizing databases for many of the same reasons that they containerize their web applications, the ability to release more frequently, the ease of moving from development to staging to production, and the portability to run the same workload on any infrastructure. In fact, databases have emerged as a top use case for container adoption in a recent Diamanti survey. Cloud Native infrastructure inherently enables stateful applications to take advantage of elasticity and flexibility. However, catastrophic events like hardware failures, power failures, natural disasters or other unexpected events can cause loss of data for an extended period of time. This makes recovery tricky for stateful applications. One of the important requirements for cloud native storage is to seamlessly recover from such catastrophic events.

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Intel Tiber AI Studio

Intel

Intel® Tiber™ AI Studio is a comprehensive machine learning operating system that unifies and simplifies the AI development process. The platform supports a wide range of AI workloads, providing a hybrid and multi-cloud infrastructure that accelerates ML pipeline development, model training, and deployment. With its native Kubernetes orchestration and meta-scheduler, Tiber™ AI Studio offers complete flexibility in managing on-prem and cloud resources. Its scalable MLOps solution enables data scientists to easily experiment, collaborate, and automate their ML workflows while ensuring efficient and cost-effective utilization of resources.

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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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CrateDB

The enterprise database for time series, documents, and vectors. Store any type of data and combine the simplicity of SQL with the scalability of NoSQL. CrateDB is an open source distributed database running queries in milliseconds, whatever the complexity, volume and velocity of data.

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Mule ESB

MuleSoft

Mule, the runtime engine of Anypoint Platform, is a lightweight Java-based enterprise service bus (ESB) and integration platform that allows developers to connect applications together quickly and easily, enabling them to exchange data. It enables easy integration of existing systems, regardless of the different technologies that the applications use, including JMS, Web Services, JDBC, HTTP, and more. The ESB can be deployed anywhere, can integrate and orchestrate events in real time or in batch, and has universal connectivity. The key advantage of an ESB is that it allows different applications to communicate with each other by acting as a transit system for carrying data between applications within your enterprise or across the Internet. Expose and host reusable services, using the ESB as a lightweight service container. Shield services from message formats and protocols, separate business logic from messaging, and enable location-independent service calls.

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Beats

Elastic

Beats is a free and open platform for single-purpose data shippers. They send data from hundreds or thousands of machines and systems to Logstash or Elasticsearch. Beats are open source data shippers that you install as agents on your servers to send operational data to Elasticsearch. Elastic provides Beats for capturing data and event logs. Beats can send data directly to Elasticsearch or via Logstash, where you can further process and enhance the data, before visualizing it in Kibana. Want to get up and running quickly with infrastructure metrics monitoring and centralized log analytics? Try out the Metrics app and the Logs app in Kibana. For more details, see Analyze metrics and Monitor logs. Whether you’re collecting from security devices, cloud, containers, hosts, or OT, Filebeat helps you keep the simple things simple by offering a lightweight way to forward and centralize logs and files.

Starting Price: $16 per month

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EraSearch

Era Software

Purpose-built for cloud-native deployments, EraSearch brings you a dynamic data fabric that leverages decoupled storage & compute, a true zero-schema design, and adaptive indexing to deliver an infinitely-scalable log management experience with an unparalleled reduction in cost and complexity. Lots of log management products are built on top of Elasticsearch. We built EraSearch from scratch to solve its key problems. By embracing a stateless design for all of the core components, managing EraSearch with k8s is a dream. Lots of log management products are built on top of Elasticsearch. We built EraSearch from scratch to solve its key problems. By using a modern, coordination-free ingest design, EraSearch can handle data at a greatly-reduced cost. Running EraSearch is completely hands-off, so you never have to worry about cluster health again.

Starting Price: ¢65 per GB

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GigaSpaces

Smart DIH is an operational data hub that powers real-time modern applications. It unleashes the power of customers’ data by transforming data silos into assets, turning organizations into data-driven enterprises. Smart DIH consolidates data from multiple heterogeneous systems into a highly performant data layer. Low code tools empower data professionals to deliver data microservices in hours, shortening developing cycles and ensuring data consistency across all digital channels. XAP Skyline is a cloud-native, in memory data grid (IMDG) and developer framework designed for mission critical, cloud-native apps. XAP Skyline delivers maximal throughput, microsecond latency and scale, while maintaining transactional consistency. It provides extreme performance, significantly reducing data access time, which is crucial for real-time decisioning, and transactional applications. XAP Skyline is used in financial services, retail, and other industries where speed and scalability are critical.

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Mozart Data

Mozart Data is the all-in-one modern data platform that makes it easy to consolidate, organize, and analyze data. Start making data-driven decisions by setting up a modern data stack in an hour - no engineering required.

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IRI Voracity

IRI, The CoSort Company

Voracity is the only high-performance, all-in-one data management platform accelerating AND consolidating the key activities of data discovery, integration, migration, governance, and analytics. Voracity helps you control your data in every stage of the lifecycle, and extract maximum value from it. Only in Voracity can you: 1) CLASSIFY, profile and diagram enterprise data sources 2) Speed or LEAVE legacy sort and ETL tools 3) MIGRATE data to modernize and WRANGLE data to analyze 4) FIND PII everywhere and consistently MASK it for referential integrity 5) Score re-ID risk and ANONYMIZE quasi-identifiers 6) Create and manage DB subsets or intelligently synthesize TEST data 7) Package, protect and provision BIG data 8) Validate, scrub, enrich and unify data to improve its QUALITY 9) Manage metadata and MASTER data. Use Voracity to comply with data privacy laws, de-muck and govern the data lake, improve the reliability of your analytics, and create safe, smart test data

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Warp 10

SenX

Warp 10 is a modular open source platform that collects, stores, and analyzes data from sensors. Shaped for the IoT with a flexible data model, Warp 10 provides a unique and powerful framework to simplify your processes from data collection to analysis and visualization, with the support of geolocated data in its core model (called Geo Time Series). Warp 10 is both a time series database and a powerful analytics environment, allowing you to make: statistics, extraction of characteristics for training models, filtering and cleaning of data, detection of patterns and anomalies, synchronization or even forecasts. The analysis environment can be implemented within a large ecosystem of software components such as Spark, Kafka Streams, Hadoop, Jupyter, Zeppelin and many more. It can also access data stored in many existing solutions, relational or NoSQL databases, search engines and S3 type object storage system.

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Oracle Cloud Infrastructure Streaming

Oracle

Streaming service is a real-time, serverless, Apache Kafka-compatible event streaming platform for developers and data scientists. Streaming is tightly integrated with Oracle Cloud Infrastructure (OCI), Database, GoldenGate, and Integration Cloud. The service also provides out-of-the-box integrations for hundreds of third-party products across categories such as DevOps, databases, big data, and SaaS applications. Data engineers can easily set up and operate big data pipelines. Oracle handles all infrastructure and platform management for event streaming, including provisioning, scaling, and security patching. With the help of consumer groups, Streaming can provide state management for thousands of consumers. This helps developers easily build applications at scale.

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LOGIQ

LOGIQ.AI

LOGIQ.AI’s LogFlow provides centralized control of your observability data pipelines. As data streams arrive, they are automatically organized and optimized for your business teams and knowledge workers. XOps teams can centralize data flow management, gain data EPS control, and increase data quality and relevance. Built on any object store, LogFlow’s InstaStore enables infinite data retention and on-demand data replay to any target observability platform of your choice. Analyze operational metrics across applications and infrastructure and gain actionable insights that help you scale with confidence while maintaining high availability. Fuel business decisions and better user experiences by collecting, transforming, and analyzing behavioral data and usage patterns from business systems. Don’t let new attack techniques catch you off guard. Detect and analyze threat patterns from multiple sources and automate threat prevention and remediation.

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Emgage

The perfect business software at the price and speed of an off-the-shelf software at the value of custom-made software. Whether you’re a business or technology professional, get the incredible flexibility, performance, and near-infinite scalability to deploy or build any software in a fraction of the time and cost. Emgage Application Platform is a fully managed collection of services that are simple to use but can power nearly any functionality that you can dream of. Our applications are built on the core of the Emgage Application Platform, a robust and integrated set of technologies that enables powerful capabilities so you can build or expand your applications while staying anchored to a common foundation. Use your data and content without having to worry about where it lives. Connect hundreds of data sources to create a rich data infrastructure. Don’t lose sleep worrying about your business-critical applications.

Starting Price: $0.00945 per month per unit

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Business Software for Apache Kafka - Page 5

Top Software that integrates with Apache Kafka as of July 2025 - Page 5

SQLstream

Tengu

StackStorm

Humanitec

E-MapReduce

Apache Druid

Lenses

Amazon MSK

Apache Ranger

Vaultspeed

Macaw

Y42

Actian Avalanche

MayaData

The GlobalSolutions

StackPulse

Diamanti

Intel Tiber AI Studio

Lyftrondata

CrateDB

Mule ESB

Beats

EraSearch

GigaSpaces

Mozart Data

IRI Voracity

Warp 10

Oracle Cloud Infrastructure Streaming

LOGIQ

Emgage