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Choose the Right Data Streaming Platform.

Most platforms focus on streaming data, Condense focuses on understanding it. It’s not just managed Kafka; it’s Kafka with context. Infused with domain intelligence, Condense transforms raw streams into decisions, automations, and impact, because the right Kafka platform should understand what it’s moving

Trusted by Data teams around the world

Unbiased Simplified Comparison

How does Condense compare against Aiven?

TL;DR

Condense and Aiven both provide managed Kafka, but they serve different operational goals. Aiven is a general-purpose managed service that excels at hosting standard open-source Kafka brokers; however, it leaves the "Application Gap" to the user, requiring separate clusters like Flink or custom microservices for data processing. Condense is a complete streaming platform that merges high-performance brokers with a native execution layer for Java, Python, or Go. By running entirely within a private VPC, Condense scales the brokers and the processing logic as a single unit, removing the need for separate infrastructure and eliminating the network costs of moving data between different vendor services.

Architecture

Ecosystem

Support & Compliance

FeatureCondenseAiven
System DesignA unified environment that bundles Kafka, Kubernetes, and the App Runtime into one integrated stack.Platform design that provides a consistent management layer to orchestrate and automate a wide range of standard open-source technologies (Kafka, Flink, Redis, etc.) across multiple clouds.
Platform ModelManaged App Runtime: Custom transforms run in a managed, serverless-style environment. Condense handles containerization, state management, and orchestration.Decoupled: Requires separate services (like Aiven for Flink) or managing external apps to process data streams.
Scaling ScopeFull-Stack Autonomy: Automatically scales brokers, connectors, and custom-code transforms (Java/Python/Go) based on real-time load.Infrastructure-Centric: Scales broker nodes and disk, but scaling the processing power for code remains a manual or external task.
Cloud StorageNative Object Storage: Direct, optimized offloading to S3/GCS/Azure Blob for infinite data retention.Tiered Storage: Available as an add-on; supports S3 but requires specific plan tiers for production.
Enterprise BYOC100% BYOC Native: Specifically engineered to run in your VPC to eliminate "SaaS" networking taxes and maintain 100% data sovereignty.Tiered BYOC: Primarily a SaaS-based model; BYOC is typically restricted to higher enterprise tiers.
PerformanceServerless Scale and Zero-Hop: Running GBps+ enterprise data workload and autonomous scale for spikes and variations. Application logic runs "local" to the broker, eliminating the network latency of external processors.Vertical Scaling: High-performance VMs with plan-based IOPS and memory scaling.

Architecture

Ecosystem

Support & Compliance

FeatureCondenseAiven
System DesignA unified environment that bundles Kafka, Kubernetes, and the App Runtime into one integrated stack.Platform design that provides a consistent management layer to orchestrate and automate a wide range of standard open-source technologies (Kafka, Flink, Redis, etc.) across multiple clouds.
Platform ModelManaged App Runtime: Custom transforms run in a managed, serverless-style environment. Condense handles containerization, state management, and orchestration.Decoupled: Requires separate services (like Aiven for Flink) or managing external apps to process data streams.
Scaling ScopeFull-Stack Autonomy: Automatically scales brokers, connectors, and custom-code transforms (Java/Python/Go) based on real-time load.Infrastructure-Centric: Scales broker nodes and disk, but scaling the processing power for code remains a manual or external task.
Cloud StorageNative Object Storage: Direct, optimized offloading to S3/GCS/Azure Blob for infinite data retention.Tiered Storage: Available as an add-on; supports S3 but requires specific plan tiers for production.
Enterprise BYOC100% BYOC Native: Specifically engineered to run in your VPC to eliminate "SaaS" networking taxes and maintain 100% data sovereignty.Tiered BYOC: Primarily a SaaS-based model; BYOC is typically restricted to higher enterprise tiers.
PerformanceServerless Scale and Zero-Hop: Running GBps+ enterprise data workload and autonomous scale for spikes and variations. Application logic runs "local" to the broker, eliminating the network latency of external processors.Vertical Scaling: High-performance VMs with plan-based IOPS and memory scaling.

Condense: The Vertical Data Platform for Real-Time Businesses

Condense understands vertical data by design and connects directly to real time data sources
like vehicles or GDS platforms. Its purpose-built industry specific  connectors and transformations accelerate the development of real-time vertical use case

Condense understands vertical data by design and connects directly to real time data sources like vehicles or GDS platforms. Its purpose-built industry specific  connectors and transformations accelerate the development of real-time vertical use case

Condense understands vertical data by design and connects directly to real time data sources like vehicles or GDS platforms. Its purpose-built industry specific  connectors and transformations accelerate the development of real-time vertical use case

Accelerate the path from idea to production

Rapidly realize and deploy industry use cases

Enterprise scale with native governance

Optimize TCO through vertical industry-first approach

Condense - A Vertical Data Platform
Condense - A Vertical Data Platform

Why Switch to Condense?

Transition from Infrastructure Hosting to Application Runtime

Aiven is a managed hosting service that provides stable brokers but stops at the transport layer. To build an actual application, teams must still provision and manage separate services like Aiven for Flink or external microservices to process the data.

Redpanda simplifies the broker by removing the JVM, but it remains a storage and messaging layer. To actually use the data, teams still face the overhead of managing external processing clusters, such as Flink or Kubernetes microservices.

Condense merges these layers. It provides a managed environment that hosts both the data and the business logic as a single entity. This allows developers to ship production-grade code directly on the stream without the burden of building and maintaining a separate processing tier.

Condense merges these layers into a single runtime. It hosts both the high-performance messaging and the business logic in one environment. This allows developers to deploy production-grade code directly on the stream, removing the need to build, wire, and maintain a separate processing tier.

Autonomous Full-Stack
Scaling

Autonomous Full-Stack
Scaling

Scaling in Aiven is typically an infrastructure-level task where users manually change service plans or use APIs to add nodes. However, scaling the processing power for the code that uses the data remains the user's responsibility.

In a standard streaming architecture, scaling is reactive and siloed brokers are scaled based on disk/CPU, while processing apps are scaled via Kubernetes HPA.

Condense introduces Autonomous Scaling for the entire lifecycle. Through its Custom Transform Framework (CTF), the platform monitors throughput and lag at the event level. It automatically provisions compute resources for your custom Java or Python transforms and connectors, ensuring that your application logic scales in perfect lockstep with your Kafka brokers without manual intervention.

Condense provides Autonomous Scaling for the entire stack. The platform monitors real-time consumer lag and event-level throughput to automatically provision compute for custom Java, Python, or Go transforms. Your processing power scales in lockstep with your data volume and automatically scales back down during quiet periods to keep costs efficient.

Private Cloud Sovereignty (BYOC Deployment)

While Aiven offers a BYOC model, it is often a complex, advanced-tier feature, with many users still residing in Aiven-managed accounts where data leaves their network.

While Aiven offers a BYOC model, it is often a complex, advanced-tier feature, with many users still residing in Aiven-managed accounts where data leaves their network.

Condense is engineered as a BYOC-native platform. It deploys 100% of the data plane including brokers, logic, and state inside your private VPC (AWS, GCP, or Azure). This eliminates "network taxes" (egress fees), keeps data sovereign, and lets you apply your existing cloud security policies and enterprise discounts to all streaming resources.

Verticalized Ecosystem vs. Generic Connectors

Aiven provides a robust but horizontal platform, offering generic Kafka Connectors for moving raw bytes between systems. Any industry-specific logic must be engineered from scratch.

Condense removes "Integration Sprawl" by embedding a Full-Code IDE directly into the platform.

Developers can write, test, and publish production-grade transforms in their preferred languages (Java, Python, Go) with built-in GitOps support. This environment is augmented by an Agentic AI Layer that assists in code generation and provides real-time root-cause analysis, reducing the engineering effort required to maintain complex streaming pipelines by up to 90%.

Condense offers a Vertical Ecosystem with pre-built, domain-aware transforms specifically for industries like Mobility, IoT, and FinTech. Whether it is parsing VINs, decoding telemetry, or geofencing, these ready-made assets allow teams to move from prototype to production months faster than building everything on a general-purpose pipe.

Unified Development Environment

In an Aiven setup, development and observability are fragmented; you manage brokers in one console, code in an IDE, and processing health in an external APM tool.

Condense embeds a Full-Code IDE and AI-Assisted Layer directly into the platform. Developers can write, test, and deploy production transforms with built-in version control and state management. The unified dashboard provides full-stack observability, allowing an event to be traced from its raw ingestion point through your custom code to its final destination in a single view.

Unified Development Environment

While Redpanda supports WebAssembly (WASM) for simple tasks like data filtering, complex stateful business logic often requires moving code to an external system.

Condense embeds a Full-Code IDE directly into the platform. Developers can write, test, and deploy production transforms in standard languages with built-in state management and version control. This environment is supported by an AI-assisted layer that handles rebalancing and root-cause analysis, significantly reducing the manual effort required to keep complex pipelines healthy.

Why is Condense the Best Way to Enable Agentic AI and Real-Time Data

Connectors

App Lifecycle

Monitoring

Infra & Ops

WITHOUT CONDENSE

Coding Connectors

Requires specialized Java/Scala skills
to write and maintain industry specific connectors

Complex Management

Development and maintenance of ever changing industry connectors becomes difficult

Maintenance & Scalability

Managing scale and failover of connectors become a challenge as the load increases

THE CONDENSE WAY

Universal & Industry-Ready Connectors

Deploy universal or specialized connectors
(e.g., Telematics for Mobility) that come with built-in parsing for complex schemas

Configurable Output Sinks

Configure and deploy pre-built sink/source connectors and through UI into the data pipeline

Connectors

App Lifecycle

Monitoring

Infra & Ops

WITHOUT CONDENSE

Coding Connectors

Requires specialized Java/Scala skills
to write and maintain industry specific connectors

Complex Management

Development and maintenance of ever changing industry connectors becomes difficult

Maintenance & Scalability

Managing scale and failover of connectors become a challenge as the load increases

THE CONDENSE WAY

Universal & Industry-Ready Connectors

Deploy universal or specialized connectors
(e.g., Telematics for Mobility) that come with built-in parsing for complex schemas

Configurable Output Sinks

Configure and deploy pre-built sink/source connectors and through UI into the data pipeline

Connectors

App Lifecycle

Monitoring

Infra & Ops

WITHOUT CONDENSE

Coding Connectors

Complex Management

Maintenance & Scalability

THE CONDENSE WAY

Universal & Industry-Ready Connectors

Configurable Output Sinks

Get Started with Condense in 3 Simple Steps

Deploy Condense from Your Cloud Marketplace

01

Deploy

Deploy Condense from Your Cloud Marketplace

01

Deploy

Deploy Condense from Your Cloud Marketplace

01

Deploy

Create Your First Workspace

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Create Your First Workspace

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Create Your First Workspace

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Create

Build Your First Real‑Time Pipeline

03

Build

Build Your First Real‑Time Pipeline

03

Build

Build Your First Real‑Time Pipeline

03

Build

Frequently Asked Questions

Frequently
Asked Questions