Page 6 | Compare Business Software for Apache Kafka: July 2025 Reviews & Comparison

Gravity Data

Gravity

Gravity's mission is to make streaming data easy from over 100 sources while only paying for what you use. Gravity removes the reliance on engineering teams to deliver streaming pipelines with a simple interface to get streaming up and running in minutes from databases, event data and APIs. Everyone in the data team can now build with simple point and click so that you can focus on building apps, services and customer experiences. Full Execution trace and detailed error messaging for quick diagnosis and resolution. We have implemented new, feature-rich ways for you to quickly get started. From bulk set-up, default schemas and data selection to different job modes and statuses. Spend less time wrangling with infrastructure and more time analysing data while allowing our intelligent engine to keep your pipelines running. Gravity integrates with your systems for notifications and orchestration.

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Citrus

Framework for automated integration tests supporting a wide range of message protocols and data formats! In a typical test scenario the system under test is running on a test infrastructure while interacting with Citrus over various messaging transports. During the test Citrus is able to act on both sides as client and consumer exchanging real request/response messages over the wire. With each test step you can validate the exchanged messages with expected control data including message headers, attachments and body content (e.g. XML, Json, ...). The test provides a Java fluent API to specify the test logic and is fully automated. The repeatable test is nothing but a normal JUnit or TestNG test and can easily run as integration test in a CI/CD pipeline. Kamelets represent Camel-K route snippets that act as standardized event sources and sinks in an event driven architecture.

Starting Price: Free

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Tecton

Deploy machine learning applications to production in minutes, rather than months. Automate the transformation of raw data, generate training data sets, and serve features for online inference at scale. Save months of work by replacing bespoke data pipelines with robust pipelines that are created, orchestrated and maintained automatically. Increase your team’s efficiency by sharing features across the organization and standardize all of your machine learning data workflows in one platform. Serve features in production at extreme scale with the confidence that systems will always be up and running. Tecton meets strict security and compliance standards. Tecton is not a database or a processing engine. It plugs into and orchestrates on top of your existing storage and processing infrastructure.

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Equalum

Equalum’s continuous data integration & streaming platform is the only solution that natively supports real-time, batch, and ETL use cases under one, unified platform with zero coding required. Make the move to real-time with a fully orchestrated, drag-and-drop, no-code UI. Experience rapid deployment, powerful transformations, and scalable streaming data pipelines in minutes. Multi-modal, robust, and scalable CDC enabling real-time streaming and data replication. Tuned for best-in-class performance no matter the source. The power of open-source big data frameworks, without the hassle. Equalum harnesses the scalability of open-source data frameworks such as Apache Spark and Kafka in the Platform engine to dramatically improve the performance of streaming and batch data processes. Organizations can increase data volumes while improving performance and minimizing system impact using this best-in-class infrastructure.

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BOSCO

BOSCO™ uses your data combined with our game-changing AI to accurately predict where to spend your marketing budgets for maximum success. BOSCO™ combines your internal marketing data with extensive algorithmic modeling to create personalized reporting dashboards. Our easy-to-use interface provides a single source of truth and enables marketers to make better digital marketing spending decisions using data-driven insights. Using our unique BOSCO™ Index feature, we can rank your domain against the closest competitors in your category. The BOSCO Index™ is a measure of your online footprint and how effective you are with investment in organic and paid media channels. BOSCO™ is built on data from trusted third-party domains, collected from previous digital interactions. BOSCO™ isn’t dependent on your marketing budget, but on whether you’re reaching your online potential in paid and organic search. BOSCO™ identifies ten competitors within your market and scores them.

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CorralData

CorralData is a full-service, AI-powered platform that radically simplifies unifying and analyzing data across multiple sources. With CorralData, you can access human data experts and industry-leading AI tools to easily and cost-effectively drive remarkable, data-fueled results. No coding, SQL, or engineering resources required. Here’s how CorralData works. First, unify all of your data sources using our 450+ pre-built data connectors. Our U.S.-based support team will guide you along the way. Then, begin instantly and securely unlocking powerful data insights using natural language AI questions. Or work directly with a human data expert to surface the insight you need. The CorralData platform includes everything you need to start using data to drive results in one simple, monthly subscription—stunning data visualization tools, built-in chat, custom reporting, and access to human experts. Schedule a free demo today and see how simple and easy AI-powered data can be.

Starting Price: $200/month

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FairCom EDGE

FairCom

FairCom EDGE simplifies the integration of sensor and machine data at the source – whether it’s a factory, water treatment plant, oil platform or wind farm. The world’s first converged IoT/Industrial IoT hub, FairCom EDGE unifies messaging, persistence and analytics with an all-in-one solution – complete with browser-based administration, configuration and monitoring. FairCom EDGE supports MQTT and OPC UA for machine-to-machine (M2M) communication, SQL for interactive analytics and HTTP/REST for real-time monitoring. It continuously retrieves data from sensors and machines with OPC UA support, and receives messages from those with MQTT support. The data is automatically parsed, persisted and made accessible via MQTT and SQL.

Starting Price: Free

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Telmai

A low-code no-code approach to data quality. SaaS for flexibility, affordability, ease of integration, and efficient support. High standards of encryption, identity management, role-based access control, data governance, and compliance standards. Advanced ML models for detecting row-value data anomalies. Models will evolve and adapt to users' business and data needs. Add any number of data sources, records, and attributes. Well-equipped for unpredictable volume spikes. Support batch and streaming processing. Data is constantly monitored to provide real-time notifications, with zero impact on pipeline performance. Seamless boarding, integration, and investigation experience. Telmai is a platform for the Data Teams to proactively detect and investigate anomalies in real time. A no-code on-boarding. Connect to your data source and specify alerting channels. Telmai will automatically learn from data and alert you when there are unexpected drifts.

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DeltaStream

DeltaStream is a unified serverless stream processing platform that integrates with streaming storage services. Think about it as the compute layer on top of your streaming storage. It provides functionalities of streaming analytics(Stream processing) and streaming databases along with additional features to provide a complete platform to manage, process, secure and share streaming data. DeltaStream provides a SQL based interface where you can easily create stream processing applications such as streaming pipelines, materialized views, microservices and many more. It has a pluggable processing engine and currently uses Apache Flink as its primary stream processing engine. DeltaStream is more than just a query processing layer on top of Kafka or Kinesis. It brings relational database concepts to the data streaming world, including namespacing and role based access control enabling you to securely access, process and share your streaming data regardless of where they are stored.

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PFLB

PFLB is an AI-powered load testing platform where you can simulate massive traffic to your websites, and applications. It’s easy to use and super helpful for teams that want to ensure their product is ready to scale. Features: Realistic testing with scenario-based traffic simulation. Importing your production load profile with Google Analytics integration. Easy scripting with an intuitive no-code editor. Executing advanced JMeter scenarios at scale. Resolving bottlenecks with AI-powered performance insights. Discovering load testing results with Grafana dashboards. Protocols: HTTP, HTTPS, gRPC, JDBC, JMS, AMQP, MQTT, Kafka.

Starting Price: $50/month

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Tablize

Revolutionize your data experience with Tablize – transforming sources into dashboards effortlessly with AI. Tablize seamlessly connects disparate live data sources for integrated processing and real-time cross-sheet calculations. With Tablize's , you can automatically import data from any source - whether stored in spreadsheets, databases, ERPs or CRMs. Tablize's customizable dashboard blocks and diverse toolbox allow for optimized configurations tailored to each user persona's unique analytic needs. Dashboard portal syncs views fluently across terminals. Leverage synchronized discoveries to empower informed leadership anywhere.

Starting Price: $19 .99 per month

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Pathway

Pathway is a Python ETL framework for stream processing, real-time analytics, LLM pipelines, and RAG. Pathway comes with an easy-to-use Python API, allowing you to seamlessly integrate your favorite Python ML libraries. Pathway code is versatile and robust: you can use it in both development and production environments, handling both batch and streaming data effectively. The same code can be used for local development, CI/CD tests, running batch jobs, handling stream replays, and processing data streams. Pathway is powered by a scalable Rust engine based on Differential Dataflow and performs incremental computation. Your Pathway code, despite being written in Python, is run by the Rust engine, enabling multithreading, multiprocessing, and distributed computations. All the pipeline is kept in memory and can be easily deployed with Docker and Kubernetes.

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Azure Spring Apps

Microsoft

Azure Spring Apps is a fully managed service that helps Spring developers focus on code, not on infrastructure. Deploy any type of Spring app—including web apps, microservices, event-driven, serverless, and batch—without the need for Kubernetes. Take advantage of the Azure ecosystem while using your existing investments. Gain deep insights into application dependencies and operational telemetry using Azure monitor. Aggregate metrics for a topological view of how different services interact and see average performance and error rates. Easily identify the root cause of reliability issues and performance bottlenecks. Focus on what matters—your apps, business logic, and delivering value to your users. Deploy any type of Spring or Polyglot apps, either from source code or artifacts, with support for container creation and maintenance.

Starting Price: $0.7136 per hour

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Yandex Data Transfer

Yandex

The service is easy to use, you don’t need to install any drivers, and the entire migration process is configured via the management console in just a few minutes. The service lets you keep your source database running and minimize the downtime of the apps that use it. The service restarts jobs itself if any problems occur. If it can’t continue from the desired point in time, it automatically returns to the previous migration stage. A service for migrating your databases from other cloud platforms or local databases to Yandex cloud-managed database services. You need to start a transfer, which is the process of transmitting data between two endpoints. The endpoints contain the settings of the source database you’re going to transfer the data from and those of the target database for your data. The Yandex Data Transfer service allows you to perform various types of transfers between source endpoints and target endpoints.

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Foundational

Identify code and optimization issues in real-time, prevent data incidents pre-deploy, and govern data-impacting code changes end to end—from the operational database to the user-facing dashboard. Automated, column-level data lineage, from the operational database all the way to the reporting layer, ensures every dependency is analyzed. Foundational automates data contract enforcement by analyzing every repository from upstream to downstream, directly from source code. Use Foundational to proactively identify code and data issues, find and prevent issues, and create controls and guardrails. Foundational can be set up in minutes with no code changes required.

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Jovu

Amplication

Effortlessly build new services, and extend your existing applications with Amplication AI. Go from idea to production in four minutes. AI-powered assistant that generates production-ready code, ensuring consistency, predictability, and adherence to the highest standards. The transition from concept to deployment in minutes with production-ready code that’s built to scale. Amplication’s AI delivers more than prototypes, get fully operational, robust backend services ready to go live. Streamline development workflows, reduce time, and optimize your resources. Do more with what you have with the power of AI. Input your requirements and watch Jovu translate them into ready-to-use code components. Production-ready data models, APIs, authentication, authorization, event-driven architecture, and everything else that is needed to get your service up and running. Add architecture components, and integrations and extend with the Amplication plugins.

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Onehouse

The only fully managed cloud data lakehouse designed to ingest from all your data sources in minutes and support all your query engines at scale, for a fraction of the cost. Ingest from databases and event streams at TB-scale in near real-time, with the simplicity of fully managed pipelines. Query your data with any engine, and support all your use cases including BI, real-time analytics, and AI/ML. Cut your costs by 50% or more compared to cloud data warehouses and ETL tools with simple usage-based pricing. Deploy in minutes without engineering overhead with a fully managed, highly optimized cloud service. Unify your data in a single source of truth and eliminate the need to copy data across data warehouses and lakes. Use the right table format for the job, with omnidirectional interoperability between Apache Hudi, Apache Iceberg, and Delta Lake. Quickly configure managed pipelines for database CDC and streaming ingestion.

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NXLog

Achieve complete security observability with powerful insights from your log data. Improve your infrastructure visibility and enhance threat prevention with a versatile multi-platform tool. With support for over 100 operating system versions and more than 120 configurable modules, gain comprehensive insights and increased security. Cut the cost of your SIEM solution by reducing noisy and unnecessary log data. Filter events, truncate unused fields, and remove duplicates to increase the quality of your logs. Collect and aggregate logs from systems across the entire breadth of your organization with a single tool. Reduce complexity in managing security-related events and decrease detection and response times. Empower your organization to meet compliance requirements by centralizing some logs in an SIEM and archiving others in your long-term storage. NXLog Platform is an on-premises solution for centralized log management, with versatile processing.

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IBM watsonx.data

IBM

Put your data to work, wherever it resides, with the open, hybrid data lakehouse for AI and analytics. Connect your data from anywhere, in any format, and access through a single point of entry with a shared metadata layer. Optimize workloads for price and performance by pairing the right workloads with the right query engine. Embed natural-language semantic search without the need for SQL, so you can unlock generative AI insights faster. Manage and prepare trusted data to improve the relevance and precision of your AI applications. Use all your data, everywhere. With the speed of a data warehouse, the flexibility of a data lake, and special features to support AI, watsonx.data can help you scale AI and analytics across your business. Choose the right engines for your workloads. Flexibly manage cost, performance, and capability with access to multiple open engines including Presto, Presto C++, Spark Milvus, and more.

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TapData

CDC-based live data platform for heterogeneous database replication, real-time data integration, or building a real-time data warehouse. By using CDC to sync production line data stored in DB2 and Oracle to the modern database, TapData enabled an AI-augmented real-time dispatch software to optimize the semiconductor production line process. The real-time data made instant decision-making in the RTD software a possibility, leading to faster turnaround times and improved yield. As one of the largest telcos, customer has many regional systems that cater to the local customers. By syncing and aggregating data from various sources and locations into a centralized data store, customers were able to build an order center where the collective orders from many applications can now be aggregated. TapData seamlessly integrates inventory data from 500+ stores, providing real-time insights into stock levels and customer preferences, enhancing supply chain efficiency.

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XTDB

XTDB is an immutable SQL database designed to simplify application development and ensure data compliance. It automatically preserves data history, enabling comprehensive time-travel queries. Users can perform as-of queries and audits using SQL commands. XTDB is trusted by various companies to transform dynamic and temporal applications. It is easy to get started with via HTTP, plain SQL, or various programming languages, requiring only a client driver or Curl. Users can effortlessly insert data immutably, query it across time, and execute complex joins. Risk systems benefit directly from bitemporal modeling. Valid time can be used to correlate out-of-order trade data whilst making compliance easy. Exposing data across an organization is a challenge when things are changing all the time. XTDB simplifies data exchange and can power advanced temporal analysis. Modeling future pricing, tax, and discount changes requires extensive temporal queries.

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AWS Marketplace

Amazon

AWS Marketplace is a curated digital catalog that enables customers to discover, purchase, deploy, and manage third-party software, data products, and services directly within the AWS ecosystem. It provides access to thousands of listings across categories like security, machine learning, business applications, and DevOps tools. With flexible pricing models such as pay-as-you-go, annual subscriptions, and free trials, AWS Marketplace simplifies procurement and billing by integrating costs into a single AWS invoice. It also supports rapid deployment with pre-configured software that can be launched on AWS infrastructure. This streamlined approach allows businesses to accelerate innovation, reduce time-to-market, and maintain better control over software usage and costs.

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IBM Event Automation

IBM

IBM Event Automation is a fully composable event-driven solution designed to enable users to detect situations, act in real time, automate decisions, and maximize revenue potential. It allows businesses to respond in real time using Apache Flink, leveraging AI to anticipate critical business patterns. It facilitates the development of scalable applications to meet evolving business needs and handle increasing workloads seamlessly. It enables self-service access with approval controls, field redaction, and schema filtering, enforced by a Kafka-native event gateway via policy administration. IBM Event Automation unifies and accelerates event management by using policy administration for self-service access, enabling control definitions for approval processes, field-level redaction, and schema-based filtering. Use cases include transaction data analysis, inventory optimization, detecting suspicious activity, enhancing customer understanding, predictive maintenance, etc.

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Nutanix Karbon Platform Services

Nutanix

Karbon Platform Services (KPS) by Nutanix is a Kubernetes-based multicloud Platform-as-a-Service (PaaS) designed to accelerate the development and deployment of microservices-based applications across any cloud. It offers a rich set of managed services, including Kubernetes applications (Containers-as-a-Service), serverless functions (Functions-as-a-Service), global data pipelines, streaming data and message bus (Kafka-aaS, NATS-aaS), AI services (Tensorflow-aaS, Openvino-aaS), ingress controller and service mesh (nginx/traefik-aaS, Istio-aaS), application monitoring and alerting (Prometheus-aaS), and log forwarding. KPS provides simple, SaaS-based multicloud operations, allowing operators to benefit from simplified operations and uniform application, data, and security lifecycle management, regardless of the underlying cloud. Developers can write applications once and deploy them across any cloud through the SaaS-based application lifecycle manager.

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Orchestra

Orchestra is a Unified Control Plane for Data and AI Operations, designed to help data teams build, deploy, and monitor workflows with ease. It offers a declarative framework that combines code and GUI, allowing users to implement workflows 10x faster and reduce maintenance time by 50%. With real-time metadata aggregation, Orchestra provides full-stack data observability, enabling proactive alerting and rapid recovery from pipeline failures. It integrates seamlessly with tools like dbt Core, dbt Cloud, Coalesce, Airbyte, Fivetran, Snowflake, BigQuery, Databricks, and more, ensuring compatibility with existing data stacks. Orchestra's modular architecture supports AWS, Azure, and GCP, making it a versatile solution for enterprises and scale-ups aiming to streamline their data operations and build trust in their AI initiatives.

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Elestio

Elestio is a fully managed DevOps platform that enables users to deploy over 350 open source software applications on dedicated virtual machines in under three minutes. It handles installation, configuration, encryption, backups, software and OS updates, live monitoring, and more, allowing users to focus on utilizing the software to its fullest potential. Elestio supports deployment on various cloud providers, including DigitalOcean, AWS, VULTR, Hetzner, Linode, Scaleway, and on-premise environments, offering flexibility and control without vendor lock-in. All services are delivered on dedicated hardware, providing full access to underlying resources and kernel-level security. Connections between the user's computer, the dashboard, and services are encrypted end-to-end with TLS, ensuring data security. It also offers a fully managed CI/CD system, supporting GitHub, GitLab, and Docker registries as sources, and is compatible with any Linux tech stack.

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Uptempo

Markets change. Pivot your marketing plan faster. Uptempo helps you plan, spend and execute with agility. Uptempo’s enterprise marketing operations suite helps teams move with unprecedented speed and change direction when market conditions dictate. Uptempo is the leading SaaS provider of effective and scalable marketing ops management solutions. The company delivers the visibility, control, and agility that enterprise marketers require to optimize their marketing operations. Uptempo tames the complexity of multinational marketing campaigns, budgets, and team workflows, enabling companies to work across borders, cultures, and silos for efficiency and value. Independent research firms recognize Uptempo as a leader in marketing ops. Uptempo is the combination of BrandMaker, Allocadia, and Hive9—driven by a bold vision to help marketers lead with confidence and love their jobs.

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Databricks Data Intelligence Platform

Databricks

The Databricks Data Intelligence Platform allows your entire organization to use data and AI. It’s built on a lakehouse to provide an open, unified foundation for all data and governance, and is powered by a Data Intelligence Engine that understands the uniqueness of your data. The winners in every industry will be data and AI companies. From ETL to data warehousing to generative AI, Databricks helps you simplify and accelerate your data and AI goals. Databricks combines generative AI with the unification benefits of a lakehouse to power a Data Intelligence Engine that understands the unique semantics of your data. This allows the Databricks Platform to automatically optimize performance and manage infrastructure in ways unique to your business. The Data Intelligence Engine understands your organization’s language, so search and discovery of new data is as easy as asking a question like you would to a coworker.

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IBM InfoSphere Information Server

IBM

Set up cloud environments quickly for ad hoc development, testing and productivity for your IT and business users. Reduce the risks and costs of maintaining your data lake by implementing comprehensive data governance, including end-to-end data lineage, for business users. Improve cost savings by delivering clean, consistent and timely information for your data lakes, data warehouses or big data projects, while consolidating applications and retiring outdated databases. Take advantage of automatic schema propagation to speed up job generation, type-ahead search, and backwards capability, while designing once and executing anywhere. Create data integration flows and enforce data governance and quality rules with a cognitive design that recognizes and suggests usage patterns. Improve visibility and information governance by enabling complete, authoritative views of information with proof of lineage and quality.

Starting Price: $16,500 per month

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Nucleon Database Master

Nucleon Software

Nucleon Database Master is a modern, powerful, intuitive and easy to use database query, administration, and management software with a consistent and modern user interface. Database Master simplifies managing, monitoring, querying, editing, visualizing, designing relational and NoSQL DBMS. Database Master allows you to execute extended SQL, JQL and C# (Linq) query scripts, provides all database objects such as tables, views, procedures, packages, columns, indexes, relationships (constraints), collections, triggers and other database objects.

Starting Price: $99 one-time payment

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Business Software for Apache Kafka - Page 6

Top Software that integrates with Apache Kafka as of July 2025 - Page 6

Gravity Data

Citrus

Tecton

Equalum

BOSCO

CorralData

FairCom EDGE

Telmai

DeltaStream

PFLB

Tablize

Pathway

Azure Spring Apps

Yandex Data Transfer

Foundational

Jovu

Onehouse

NXLog

IBM watsonx.data

TapData

XTDB

AWS Marketplace

IBM Event Automation

Nutanix Karbon Platform Services

Orchestra

Elestio

Uptempo

Databricks Data Intelligence Platform

IBM InfoSphere Information Server

Nucleon Database Master