# Streamkap

> Zero Ops Data Streaming - Real-time CDC and stream processing platform

Streamkap is a fully managed real-time data streaming platform that enables organizations to sync data between systems with sub-second latency. Built on Apache Kafka and Apache Flink, Streamkap provides Change Data Capture (CDC) and stream processing capabilities without the operational complexity.

## Key Facts

### What Makes Streamkap Different
- **Millions of tables supported** - The only platform proven at this scale (competitors max out at 50K)
- **100,000+ tenants** - Multi-tenant CDC with automatic tenant ID tagging
- **<250ms latency** - End-to-end, source to destination (not just broker latency)
- **40x lower TCO** - Customers report 40x lower ingestion costs vs previous solutions
- **Zero Kafka expertise required** - Fully managed, no clusters to maintain

### Pricing Tiers
- **Starter**: $600/month - 10GB capacity, 50M rows/month, basic features
- **Scale**: $1,800/month - 150GB capacity, 750M rows/month, dedicated Kafka/Flink, SSO, SOC 2
- **Enterprise**: Custom pricing - Unlimited capacity, HIPAA, PCI DSS, dedicated support, custom SLAs

### Technology Stack
- Apache Kafka (managed) - Event streaming
- Debezium (managed) - Change data capture
- Apache Flink (managed) - Stream processing with SQL, Python, TypeScript

## What Streamkap Does

- **Real-Time CDC**: Capture database changes in real-time from sources like PostgreSQL, MySQL, MongoDB, Oracle, and SQL Server
- **Stream Processing**: Transform and enrich data in-flight using Apache Flink
- **Zero Ops**: Fully managed infrastructure - no Kafka or Flink clusters to maintain
- **Sub-Second Latency**: Data delivered to destinations in under 250ms
- **Enterprise Ready**: SOC 2 Type II, HIPAA, PCI DSS 4.0.1, GDPR compliant

## Key Pages

- [Homepage](https://streamkap.com/): Overview of Streamkap's real-time data streaming platform
- [Platform](https://streamkap.com/platform/): Detailed platform features including CDC, transformations, and monitoring
- [Why Streamkap](https://streamkap.com/why-streamkap/): Why teams choose Streamkap over DIY infrastructure
- [Connectors](https://streamkap.com/connectors/): Full catalog of 60+ source and destination connectors
- [Pricing](https://streamkap.com/pricing/): Usage-based pricing with Starter, Scale, and Enterprise tiers
- [Security](https://streamkap.com/security/): Security certifications, compliance, and data protection details
- [Blog](https://streamkap.com/blog/): Technical articles, case studies, and product updates
- [Resources & Guides](https://streamkap.com/resources-and-guides/): In-depth guides on CDC, Kafka, Flink, and streaming

## Documentation

- [Documentation](https://docs.streamkap.com): Complete technical documentation, tutorials, and API reference

## Comparison Pages

Streamkap vs competitors - detailed feature comparisons:

- [Streamkap vs Fivetran](https://streamkap.com/compare/fivetran/): Real-time CDC vs batch ETL. Both platforms move data, but Streamkap is built for real-time. Compare features, latency, and pricing.
- [Streamkap vs Airbyte](https://streamkap.com/compare/airbyte/): Managed real-time CDC vs open-source batch. Airbyte is great for batch ETL. Streamkap is purpose-built for real-time streaming.
- [Streamkap vs Debezium](https://streamkap.com/compare/debezium/): Same CDC technology, zero operations. Streamkap is built on Debezium. Get the same CDC technology without managing Kafka Connect clusters.
- [Streamkap vs Confluent](https://streamkap.com/compare/streamkap-vs-confluent/): Zero-ops CDC vs managed Kafka. Confluent offers powerful Kafka infrastructure, but requires significant expertise to operate. Streamkap delivers end-to-end CDC without the complexity - no Kafka knowledge required.
- [Streamkap vs Redpanda](https://streamkap.com/compare/streamkap-vs-redpanda/): Complete CDC platform vs message broker. Redpanda is a great Kafka-compatible streaming platform. But for CDC workloads, you still need to build connectors, transforms, and sinks. Streamkap delivers the complete stack with latency under 250ms—source to destination.
- [Streamkap vs Oracle GoldenGate](https://streamkap.com/compare/streamkap-vs-goldengate/): Modern cloud-native CDC vs legacy replication. Streamkap is a multi-mode adapter—choose the best extraction method for your license and infrastructure. GoldenGate forces a single, rigid architecture and leaves downstream engineering to you.

### Key Differentiators vs Competitors

**vs Fivetran**: Sub-second latency vs 5-60 minute batch intervals. Log-based CDC vs polling. 3x lower cost.

**vs Airbyte**: Fully managed SaaS vs self-hosted Kubernetes. Real-time streaming vs scheduled syncs. Zero infrastructure management.

**vs Debezium**: Same Debezium technology, fully managed. No Kafka Connect clusters to run. Minutes to production vs days/weeks.

**vs Confluent**: CDC-optimized vs general-purpose Kafka. All-inclusive pricing vs CKU + connectors + storage + network fees. No Kafka expertise required.

**vs Redpanda**: Complete end-to-end CDC platform vs message broker only. 50+ managed connectors included. Minutes to production vs building your own CDC stack.

**vs Oracle GoldenGate**: Modern cloud-native CDC vs legacy on-premises replication. Any source to any destination vs Oracle-centric. Usage-based pricing vs expensive per-core licensing. Minutes to deploy vs weeks of configuration.

## Capabilities

- [Change Data Capture (CDC)](https://streamkap.com/capabilities/cdc/): Enterprise-scale CDC with millions of tables supported, <250ms latency
- [Stream Processing](https://streamkap.com/capabilities/stream-processing/): Apache Flink transforms with SQL, Python, TypeScript
- [Monitoring](https://streamkap.com/capabilities/monitoring/): Real-time observability, lag tracking, alerts
- [Governance](https://streamkap.com/capabilities/governance/): Schema registry, data lineage, audit logs
- [Support](https://streamkap.com/capabilities/support/): 24/7 enterprise support, proactive monitoring

## Solutions by Destination

- [Snowflake Streaming](https://streamkap.com/solutions/snowflake/): Real-time CDC to Snowflake via Snowpipe Streaming API. 50-100x lower costs than COPY INTO.
- [Databricks Integration](https://streamkap.com/solutions/databricks/): Stream to Delta Lake and Databricks lakehouse in real-time
- [BigQuery Streaming](https://streamkap.com/solutions/bigquery/): Real-time CDC to Google BigQuery via Storage Write API
- [ClickHouse Integration](https://streamkap.com/solutions/clickhouse/): Sub-second analytics with real-time CDC to ClickHouse
- [Apache Iceberg](https://streamkap.com/solutions/iceberg/): Stream to open lakehouse format with time travel support

## Solutions by Use Case

- [Real-time Analytics](https://streamkap.com/solutions/real-time-analytics/): Power dashboards with live data instead of stale batch loads
- [Event-Driven Applications](https://streamkap.com/solutions/event-driven/): Build reactive applications that respond to data changes
- [Operational Applications](https://streamkap.com/solutions/operational-applications/): Sync search indexes, caches, and customer apps
- [AI/ML Pipelines](https://streamkap.com/solutions/ai-ml-pipelines/): Fresh data for ML training and inference
- [Data Replication](https://streamkap.com/solutions/data-replication/): Stream CDC events to any Kafka-compatible destination

## For Different Teams

- [For Data Engineers](https://streamkap.com/for/data-engineers/): Build reliable real-time pipelines without managing Kafka clusters
- [For Platform Teams](https://streamkap.com/for/platform-teams/): Self-service data streaming with governance and RBAC
- [For AI/ML Engineers](https://streamkap.com/for/ai-ml-engineers/): Fresh data for feature stores, training, and inference
- [For Developers](https://streamkap.com/for/developers/): Keep search, cache, and services in sync with your database

## Source Connectors (30 available)

- [PostgreSQL](https://streamkap.com/connectors/postgresql/): Real-time CDC from PostgreSQL
- [MySQL](https://streamkap.com/connectors/mysql/): Real-time CDC from MySQL
- [MongoDB](https://streamkap.com/connectors/mongodb/): Real-time CDC from MongoDB
- [Oracle](https://streamkap.com/connectors/oracle/): Real-time CDC from Oracle
- [SQL Server](https://streamkap.com/connectors/sqlserver/): Real-time CDC from SQL Server
- [CockroachDB](https://streamkap.com/connectors/cockroachdb/): Real-time CDC from CockroachDB
- [DynamoDB](https://streamkap.com/connectors/dynamodb/): Real-time CDC from DynamoDB
- [IBM Db2](https://streamkap.com/connectors/db2/): Real-time CDC from IBM Db2
- [Amazon Aurora MySQL](https://streamkap.com/connectors/aurora-mysql/): Real-time CDC from Aurora MySQL
- [Amazon Aurora PostgreSQL](https://streamkap.com/connectors/aurora-postgresql/): Real-time CDC from Aurora PostgreSQL
- [MySQL on RDS](https://streamkap.com/connectors/mysql-rds/): Real-time CDC from RDS MySQL
- [MongoDB Atlas](https://streamkap.com/connectors/mongodb-atlas/): Real-time CDC from MongoDB Atlas
- [AlloyDB](https://streamkap.com/connectors/alloydb/): Real-time CDC from AlloyDB
- [Azure SQL](https://streamkap.com/connectors/azure-sql/): Real-time CDC from Azure SQL Database
- [Apache Kafka](https://streamkap.com/connectors/kafka-source/): Stream from Kafka topics
- [MariaDB](https://streamkap.com/connectors/mariadb/): Real-time CDC from MariaDB
- [OpenSearch](https://streamkap.com/connectors/opensearch/): Real-time sync from OpenSearch
- [Redis](https://streamkap.com/connectors/redis-source/): Real-time sync from Redis
- [Supabase](https://streamkap.com/connectors/supabase/): Real-time CDC from Supabase
- [Amazon DocumentDB](https://streamkap.com/connectors/documentdb/): Real-time CDC from DocumentDB
- [Vitess](https://streamkap.com/connectors/vitess/): Real-time CDC from Vitess
- [Neon](https://streamkap.com/connectors/neon/): Real-time CDC from Neon
- [YugabyteDB](https://streamkap.com/connectors/yugabyte/): Real-time CDC from YugabyteDB
- [PlanetScale](https://streamkap.com/connectors/planetscale/): Real-time CDC from PlanetScale
- [PostgreSQL on RDS](https://streamkap.com/connectors/postgresql-rds/): Real-time CDC from RDS PostgreSQL
- [PostgreSQL on Google Cloud](https://streamkap.com/connectors/postgresql-gcp/): Real-time CDC from Cloud SQL
- [MySQL on Azure Database](https://streamkap.com/connectors/mysql-azure/): Real-time CDC from Azure MySQL
- [MySQL on Google Cloud SQL](https://streamkap.com/connectors/mysql-gcp/): Real-time CDC from Cloud SQL MySQL
- [SQL Server on Azure](https://streamkap.com/connectors/sqlserver-azure/): Real-time CDC from Azure SQL
- [SQL Server on RDS](https://streamkap.com/connectors/sqlserver-rds/): Real-time CDC from RDS SQL Server

## Destination Connectors (33 available)

- [Snowflake](https://streamkap.com/connectors/snowflake/): Real-time streaming to Snowflake
- [Databricks](https://streamkap.com/connectors/databricks/): Real-time streaming to Databricks
- [BigQuery](https://streamkap.com/connectors/bigquery/): Real-time streaming to BigQuery
- [ClickHouse](https://streamkap.com/connectors/clickhouse/): Real-time streaming to ClickHouse
- [Amazon Redshift](https://streamkap.com/connectors/redshift/): Real-time streaming to Redshift
- [Apache Kafka](https://streamkap.com/connectors/kafka/): Real-time streaming to Kafka
- [Amazon S3](https://streamkap.com/connectors/s3/): Real-time streaming to S3
- [Elasticsearch](https://streamkap.com/connectors/elasticsearch/): Real-time streaming to Elasticsearch
- [Redis](https://streamkap.com/connectors/redis/): Real-time streaming to Redis
- [Starburst](https://streamkap.com/connectors/starburst/): Real-time streaming to Starburst
- [Apache Iceberg](https://streamkap.com/connectors/iceberg/): Real-time sync to Iceberg
- [Azure Data Lake Storage](https://streamkap.com/connectors/azure-datalake/): Real-time sync to ADLS
- [DuckDB](https://streamkap.com/connectors/duckdb/): Real-time sync to DuckDB
- [Imply](https://streamkap.com/connectors/imply/): Real-time sync to Imply
- [MySQL](https://streamkap.com/connectors/mysql-destination/): Real-time sync to MySQL
- [Oracle Database](https://streamkap.com/connectors/oracle-destination/): Real-time sync to Oracle
- [PostgreSQL](https://streamkap.com/connectors/postgresql-destination/): Real-time sync to PostgreSQL
- [SQL Server](https://streamkap.com/connectors/sqlserver-destination/): Real-time sync to SQL Server
- [IBM Db2](https://streamkap.com/connectors/db2-destination/): Real-time sync to IBM Db2
- [Elasticsearch](https://streamkap.com/connectors/elasticsearch-destination/): Real-time sync to Elasticsearch
- [Rockset](https://streamkap.com/connectors/rockset/): Real-time sync to Rockset
- [MongoDB](https://streamkap.com/connectors/mongodb-destination/): Real-time sync to MongoDB
- [SingleStore](https://streamkap.com/connectors/singlestore/): Real-time sync to SingleStore
- [Firebolt](https://streamkap.com/connectors/firebolt/): Real-time sync to Firebolt
- [Timescale](https://streamkap.com/connectors/timescale/): Real-time sync to Timescale
- [MotherDuck](https://streamkap.com/connectors/motherduck/): Real-time sync to MotherDuck
- [Materialize](https://streamkap.com/connectors/materialize/): Real-time sync to Materialize
- [CrateDB](https://streamkap.com/connectors/cratedb/): Real-time sync to CrateDB
- [Amazon Kinesis](https://streamkap.com/connectors/kinesis/): Real-time sync to Kinesis
- [Google Pub/Sub](https://streamkap.com/connectors/pubsub/): Real-time sync to Pub/Sub
- [Parquet](https://streamkap.com/connectors/parquet/): Stream to Parquet on S3
- [Azure Event Hubs](https://streamkap.com/connectors/eventhubs/): Real-time sync to Event Hubs
- [Delta Lake](https://streamkap.com/connectors/delta-lake/): Real-time sync to Delta Lake

## Blog Posts (60 articles)

- [CDC from Multi-Tenant Databases with Sub-Second Latency](https://streamkap.com/blog/cdc-from-multi-tenant-databases-with-sub-second-latency/): CDC from Multi-Tenant Databases with Sub-Second Latency
- [Streaming 400,000 Tables with Streamkap](https://streamkap.com/blog/streaming-400-000-tables-with-streamkap/): How Limble solved data architecture complexity, maintenance overhead, and lowered costs.
- [Case Study: InHire Powers Real-Time AI Recruitment with Streamkap](https://streamkap.com/blog/case-study-inhire-powers-real-time-ai-recruitment-with-streamkap/): How a Brazilian ATS leader InHire solved a data crisis in three weeks and built a cutting-edge, real-time AI platform without a single data engineer.
- [Real-Time Data Streaming with Snowflake: Unlocking Low-Latency Analytics and GenAI with Streamkap](https://streamkap.com/blog/real-time-data-streaming-with-snowflake-unlocking-low-latency-analytics-and-genai-with-streamkap/): Snowflake streaming is now cheaper than batch-1-second latency at 10x lower cost. Learn how Streamkap achieves 75% cost reduction.
- [The Evolution from Lambda to Kappa Architecture: A Comprehensive Guide](https://streamkap.com/blog/the-evolution-from-lambda-to-kappa-architecture-a-comprehensive-guide/): Kappa Architecture unifies streaming into a single model, eliminating Lambda's dual-layer complexity. Learn the key differences.
- [How to Stream MongoDB Data to Iceberg on AWS with Streamkap](https://streamkap.com/blog/how-to-stream-mongodb-data-to-iceberg-on-aws-with-streamkap/): Stream MongoDB to Iceberg on S3 for e-commerce analytics. Enable real-time discounts and dynamic inventory with minimal latency.
- [How to Stream AWS SQL Server Data to Iceberg on AWS with Streamkap](https://streamkap.com/blog/how-to-stream-aws-sql-server-data-to-iceberg-on-aws-with-streamkap/): Stream SQL Server to Iceberg on S3 for AI/ML workflows. Leverage time-travel queries and optimized performance without complexity.
- [What’s New in Streamkap:  🧊  Apache Iceberg Connector](https://streamkap.com/blog/apache-iceberg-connector/): Real-time lakehouse, simplified with Apache Iceberg and Streamkap
- [Why Apache Iceberg? A Guide to Real-Time Data Lakes in 2025](https://streamkap.com/blog/apache-iceberg-guide/): Apache Iceberg brings SQL tables to cloud storage with ACID transactions and time travel. Learn why it's essential for 2025.
- [How to Stream AWS MySQL Data to Iceberg on AWS with Streamkap](https://streamkap.com/blog/how-to-stream-aws-mysql-data-to-iceberg-on-aws-with-streamkap/): Stream MySQL to Iceberg on S3 for real-time lakehouse analytics. Build scalable foundations with ACID transactions and schema evolution.
- [How to Stream AWS Postgres Data to Iceberg on AWS with Streamkap](https://streamkap.com/blog/how-to-stream-aws-postgres-data-to-iceberg-on-aws-with-streamkap/): Stream PostgreSQL to Iceberg on S3 in minutes. Build data lake architectures for predictive maintenance and equipment monitoring.
- [Migrating Data from Batch Ingestion to Streamkap: A Technical Deep Dive](https://streamkap.com/blog/migrating-data-from-batch-ingestion-to-streamkap-a-technical-deep-dive/): At SpotOn, we had an existing pipeline that synchronized data from our production MongoDB to Snowflake. During peak demand, our customers require data to be as close to real-time as possible. To improve our latency (and reduce the cost of our maintenance and infrastructure), we started to look for a
- [What’s New in Streamkap: Read-Only Snapshot and Heartbeat Support](https://streamkap.com/blog/read-only-snapshot-and-heartbeat-support/): Responsive connectors, no replication lag or stuck offsets in low activity tables.
- [FAQ Apache Iceberg](https://streamkap.com/blog/faq-apache-iceberg/): Apache Iceberg adds ACID transactions and time travel to data lakes. Learn how Netflix uses it at petabyte scale for analytics.
- [How to Stream SQL Server to ClickHouse with Streamkap](https://streamkap.com/blog/how-to-stream-data-from-rds-sql-server-to-clickhouse-cloud-using-streamkap/): As demand for real-time data insights grows, organizations need tools that can quickly move data from production applications into their data platforms.
- [How to Stream MySQL to Databricks with Streamkap](https://streamkap.com/blog/how-to-stream-aws-mysql-data-to-databricks/): Modern data teams often face the challenge of making operational data from systems like AWS-hosted MySQL available in analytics platforms like Databricks with minimal delay.
- [How to Stream MongoDB to ClickHouse for Real-Time Analytics](https://streamkap.com/blog/streaming-mongodb-to-clickhouse-a-real-time-e-commerce-analytics/): Data-driven decision-making is only as effective as the systems that power it. Unfortunately, many traditional architectures can't keep pace with today’s e-commerce velocity.
- [How to Stream AWS MySQL Data to Google BigQuery with Streamkap](https://streamkap.com/blog/how-to-stream-aws-mysql-data-to-google-bigquery-with-streamkap/): Modern data teams often face the challenge of making operational data from systems like AWS-hosted MySQL available in analytics platforms like Google BigQuery with minimal delay.
- [How to Stream DynamoDB to Databricks with Streamkap](https://streamkap.com/blog/how-to-stream-data-from-aws-dynamodb-to-databricks-using-streamkap-in-minutes/): Modern data practitioners face an increasingly complex challenge: ingesting data from diverse sources into multiple destinations at high velocity. As NoSQL databases have surged in popularity, teams struggle with fast, reliable data movement from these operational stores to analytics platforms.
- [Streaming Data from AWS MySQL to MotherDuck:  Real-Time Analytics Made Simple](https://streamkap.com/blog/streaming-data-from-aws-mysql-to-motherduck-via-streamkap-real-time-analytics-made-simple/): Stream MySQL data to MotherDuck for real-time analytics. Replace slow batch ETL with CDC streaming for faster financial analysis and market decisions.
- [How to Stream DynamoDB to MotherDuck with Streamkap](https://streamkap.com/blog/how-to-stream-data-from-dynamodb-to-motherduck/): In today’s fast-paced business environment, having access to accurate data at the right moment is crucial for making informed decisions.
- [How to Stream SQL Server to Databricks with Streamkap](https://streamkap.com/blog/how-to-stream-aws-sqlserver-data-to-databricks/): Modern data teams often face the challenge of making operational data from systems like AWS-hosted SQLServer available in analytics platforms like Databricks with minimal delay.
- [How to Stream Oracle to Snowflake with Streamkap](https://streamkap.com/blog/how-to-stream-data-from-aws-rds-oracle-db-to-snowflake-using-streamkap/): In a World Where Speed is King, Don’t Let Your Data Fall Behind When decisions can’t wait, neither should your data. Outdated processes are slowing you down—but they don’t have to anymore.
- [Why LLMs Fail at SQL: The Case for Semantic Layers](https://streamkap.com/blog/just-semantics/): Why LLMs fail at business data questions - your data warehouse doesn't speak business language. Semantic layers might be the key.
- [How to Stream PostgreSQL to Databricks with Streamkap](https://streamkap.com/blog/stream-data-from-aws-postgresql-to-databricks-using-streamkap/): In today’s fast-moving world, businesses need the right data at the right time to make smart decisions. But let’s face it—traditional data processing can be slow and complicated.
- [Startup Metrics Inflated 11x: Separating Real ARR from Hype](https://streamkap.com/blog/vibe-accounting/): AI startups claim massive ARR numbers, but many don't hold up to scrutiny. $10M claimed versus $3M actual is an 11x gap.
- [Streamkap Empowers Nala Money to Optimize Real-Time Money Transfers to Africa](https://streamkap.com/blog/streamkap-empowers-nala-money-to-optimize-real-time-money-transfers-to-africa/): It's a Tuesday morning in London. You're rushing to catch the Tube when your phone buzzes. Your cousin in Lagos, Nigeria, needs money for emergency surgery, or the hospital won't admit her. You need to be able to send the money now and trust it will get there without any problems.
- [How to Stream MySQL to ClickHouse with Streamkap](https://streamkap.com/blog/how-to-stream-data-from-aws-rds-mysql-using-streamkap/): In today’s fast-paced business world, speed isn’t just an advantage—it’s a necessity. Decisions need to be made in real-time, but let’s face it: traditional data processing is clunky, slow, and overly complicated.
- [Will AI Replace Zapier? How MCP Threatens 8,000+ Integrations](https://streamkap.com/blog/ai-is-going-to-kill-company-x-will-mcp-zap-zapier/): Chegg's stock plunged 89% due to AI disruption. Now MCP threatens Zapier's 8,000+ integrations - will they adapt or decline?
- [How to Stream SQL Server to Snowflake with Streamkap](https://streamkap.com/blog/how-to-stream-data-from-rds-sql-server-using-streamkap/): In an era demanding instant insights, your data can’t afford lag.When milliseconds determine outcomes, delayed data becomes a liability. Legacy systems throttle progress, but transformation is within reach.
- [Data Teams Must Prove ROI: Why Business Impact Beats Definitions](https://streamkap.com/blog/streamkap-data-plumbing/): The ZIRP era is over - data teams must now prove their value through real outcomes, not debates about definitions.
- [How to Stream PostgreSQL to S3 with Streamkap](https://streamkap.com/blog/how-to-stream-data-from-aws-rds-postgresql-to-s3-using-streamkap/): In today's ever-changing business climate, immediate access to reliable data is crucial for making sound decisions. However, traditional data processing methods are often too lengthy and slow to meet modern demands.
- [How to Stream DynamoDB to ClickHouse with Streamkap](https://streamkap.com/blog/how-to-stream-data-from-dynamodb-to-clickhouse-using-streamkap/): In today’s fast-paced business environment, having access to accurate data at the right moment is crucial for making informed decisions.
- [Change Data Capture for Streaming ETL](https://streamkap.com/blog/change-data-capture-for-streaming-etl/): Change Data Capture refers to the process of capturing changes made to data in a source system such as a database, so that these change events can be used in the destination system, such as a data warehouse, data lake, data app, machine learning models, indexes, or caches.
- [Streamkap vs Airbyte: Managed Real-Time CDC vs Open-Source ETL](https://streamkap.com/blog/streamkap-vs-airbyte-managed-cdc-comparison/): Compare Streamkap and Airbyte for data integration. Understand the trade-offs between managed real-time CDC and open-source batch ETL to choose the right platform.
- [Streamkap vs AWS DMS: Real-Time CDC Platform Comparison](https://streamkap.com/blog/streamkap-vs-aws-dms-cdc-comparison/): Compare Streamkap and AWS Database Migration Service for CDC and data replication. Understand latency, features, and when to choose each platform.
- [Streamkap vs Confluent: Purpose-Built CDC vs Kafka Platform](https://streamkap.com/blog/streamkap-vs-confluent-kafka-cdc-comparison/): Compare Streamkap and Confluent for real-time CDC. Understand when you need a full Kafka platform vs a focused CDC solution for data warehouses and lakes.
- [Streamkap vs Debezium: Managed CDC vs Self-Hosted Open Source](https://streamkap.com/blog/streamkap-vs-debezium-managed-cdc-comparison/): Compare Streamkap's managed CDC platform with self-hosted Debezium. Same proven technology, dramatically different operational experience.
- [Streamkap vs Estuary: Real-Time CDC Platform Comparison](https://streamkap.com/blog/streamkap-vs-estuary-real-time-etl-comparison/): Compare Streamkap and Estuary for real-time data integration and CDC. Understand features, pricing, and architecture differences to choose the right platform.
- [Streamkap vs Fivetran: The Complete 2025 Comparison for Real-Time Data Teams](https://streamkap.com/blog/streamkap-vs-fivetran-real-time-cdc-comparison/): An in-depth comparison of Streamkap and Fivetran for CDC and data integration. Compare pricing, latency, features, and use cases to choose the right platform.
- [AWS RDS PostgreSQL Set Up](https://streamkap.com/blog/aws-rds-postgresql-set-up/): AWS RDS PostgreSQL stands out as one of the most widely used production databases. Its global adoption and everyday usage have prompted Amazon to make it exceptionally user-friendly. New users can set up an RDS PostgreSQL instance from scratch in just a few minutes.
- [Databricks Warehouse Set Up](https://streamkap.com/blog/databricks-warehouse-set-up/): Getting started with Databricks is a breeze, regardless of your experience level. This guide provides clear instructions on how to create a new account or use your existing credentials, ensuring a smooth and efficient streaming process.
- [How to Stream Data From AWS PostgreSQL to Databricks](https://streamkap.com/blog/how-to-stream-data-from-aws-postgresql-to-databricks-using-streamkap/): In today’s fast-moving world, businesses need the right data at the right time to make smart decisions. But let’s face it—traditional data processing can be slow and complicated.
- [Streamkap Set Up](https://streamkap.com/blog/streamkap-set-up/): To connect Streamkap to AWS RDS PostgreSQL, we need to ensure the database is configured to accept traffic from Streamkap by safelisting Streamkap’s IP addresses in the PostgreSQL instance.
- [Change Data Capture (CDC) Tutorial: Get Started in Minutes](https://streamkap.com/blog/getting-started-with-cdc/): Learn how Change Data Capture enables real-time data synchronization between your databases and data warehouses.
- [Kafka Alternatives: Improving Your Data Pipelines](https://streamkap.com/blog/kafka-alternatives-improving-your-data-pipelines-with-streamkap/): Let’s explore why Streamkap is a superior alternative to vanilla Kafka and compare it with other alternatives.
- [Optimizing Snowflake for Lower Costs with the Snowpipe Streaming API](https://streamkap.com/blog/optimizing-snowflake-for-lower-costs-with-the-snowpipe-streaming-api/): With Snowpipe Streaming, Streamkap can provide cost-effective real-time streaming connectivity and performance at a fraction of the competition’s cost — interoperable and Snowflake-ready.
- [DynamoDB ETL and Rockset migration with Streamkap](https://streamkap.com/blog/dynamodb-etl-and-rockset-migration-with-streamkap/): Let’s look at the advantages of DynamoDB ETL and Rockset migration with Streamkap.
- [How Streamkap Reduced Niche.com's Data Latency from 24 Hours to Near Real-Time](https://streamkap.com/blog/how-streamkap-reduced-niche-coms-data-latency-from-24-hours-to-near-real-time/): Streamkap helped Niche.com reduce their data latency by 95%, slash their data infrastructure costs, and transition from moving limited data to their entire set in less than a day of implementation.
- [Streamkap Raises $3.3M to Bring Real-Time Data at a Fraction of the Cost to Businesses](https://streamkap.com/blog/streamkap-raises-3-3m-to-bring-real-time-data-at-a-fraction-of-the-cost-to-businesses/): Streamkap, a real-time data streaming provider, announced it has raised $3.3 million in seed and pre-seed funding for its low-cost, low-maintenance streaming ETL platform.
- [Fivetran Alternative: Real-Time Streaming at 8x Cheaper](https://streamkap.com/blog/fivetran-alternative-real-time-streaming-at-8x-cheaper-with-streamkap/): Streamkap is the Fivetran alternative for streaming
- [Streamkap Enables Fleetio to Ditch Weekend Data Maintenance for Reliable, Real-Time Streaming](https://streamkap.com/blog/fleetio-case-study/): Find out how Streamkap enabled a leading fleet management software company to make the switch from batch processing to real-time streaming data.
- [Streamkap and SpotOn: A Partnership for Real-Time Data for Payments in Restaurants & Retail](https://streamkap.com/blog/spoton-case-study/): As one of the fastest-growing software and payment companies, SpotOn needed a better way to scale their data batch-processing.
- [Streaming MongoDB to Snowflake with Snowpipe Streaming and Dynamic Tables and Lowering Costs](https://streamkap.com/blog/streaming-mongodb-to-snowflake-with-snowpipe-streaming-and-dynamic-tables-and-lowering-costs/): This hands-on guide is for data teams who wish to ingest data from MongoDB to a Snowflake data warehouse with sub-second latency and cost savings to boot.
- [Streaming MySQL to Snowflake with Snowpipe Streaming and Dynamic Tables to Save Money](https://streamkap.com/blog/streaming-mysql-to-snowflake-with-snowpipe-streaming-and-dynamic-tables-to-save-money/): This hands-on guide is for data teams who wish to ingest data from MySQL to a Snowflake data warehouse with sub-second latency and save on ETL costs.
- [Streaming PostgreSQL to Snowflake with Snowpipe Streaming and Dynamic Tables for Lower Costs](https://streamkap.com/blog/streaming-postgresql-to-snowflake-with-snowpipe-streaming-and-dynamic-tables-for-lower-costs/): This hands-on guide is for data teams who wish to ingest data from PostgreSQL to a Snowflake data warehouse with sub-second latency and sub-budget costs.
- [Streaming with Change Data Capture to ClickHouse](https://streamkap.com/blog/streaming-with-change-data-capture-to-clickhouse/): We’re excited to announce our new ClickHouse database connector for streaming CDC (Change Data Capture) data into ClickHouse.
- [Snowflake Snowpipe Streaming with Change Data Capture (CDC)](https://streamkap.com/blog/snowflake-snowpipe-streaming-with-change-data-capture-cdc/): How to use Snowpipe Streaming to stream Change Data Capture (CDC) to Snowflake
- [Batch Processing vs Real-Time Stream Processing](https://streamkap.com/blog/batch-processing-vs-real-time-stream-processing/): There is a big movement underway in the migration from batch ETL to real-time streaming ETL but what does that mean? How do these methods compare? While real-time data streaming has many advantages over batch processing, it is not always the right choice depending on the use case so let's take a loo
- [Streaming with Change Data Capture into BigQuery](https://streamkap.com/blog/streaming-with-change-data-capture-into-bigquery/): How to stream data into BigQuery

## Resources & Guides (110 guides)

- [CDC for ML Feature Pipelines: Real-Time Feature Engineering from Database Changes](https://streamkap.com/resources-and-guides/cdc-for-ml-feature-pipelines/): Learn how Change Data Capture powers real-time ML feature pipelines. Build fresh feature stores, reduce training-serving skew, and improve model performance with streaming data.
- [How to Get CDC Without Managing Kafka: A Complete Guide](https://streamkap.com/resources-and-guides/cdc-without-kafka/): Learn how to implement Change Data Capture without the complexity of self-managed Kafka. Compare DIY CDC stacks vs fully managed alternatives.
- [Cloud ETL Tools Pricing Comparison: Fivetran vs Airbyte vs Confluent vs Streamkap](https://streamkap.com/resources-and-guides/cloud-etl-pricing-comparison/): Compare pricing models and total cost of ownership for leading cloud ETL and data streaming platforms. Includes Fivetran, Airbyte, Confluent, and Streamkap.
- [Model Context Protocol (MCP) Explained: What It Means for Data Infrastructure](https://streamkap.com/resources-and-guides/model-context-protocol-explained/): A complete guide to Model Context Protocol (MCP)—what it is, how it works, why it matters for AI agents, and what it means for your data infrastructure strategy.
- [MongoDB Change Data Capture: A Complete Guide to Real-Time CDC](https://streamkap.com/resources-and-guides/mongodb-change-data-capture/): Learn how to implement MongoDB Change Data Capture (CDC) for real-time streaming. Covers Change Streams, replica sets, Atlas setup, and managed CDC solutions.
- [Real-Time Data for AI Agents: Why Your Agents Need Fresh Data Infrastructure](https://streamkap.com/resources-and-guides/real-time-data-for-ai-agents/): Learn why AI agents require real-time data access, how CDC powers agentic workflows, and how to build data infrastructure that keeps AI agents accurate and responsive.
- [Real-Time RAG Pipelines: How CDC Keeps Your AI Context Fresh](https://streamkap.com/resources-and-guides/real-time-rag-pipelines/): Learn how to build RAG pipelines with real-time data using CDC. Keep your AI's retrieval context fresh with streaming updates to vector databases and knowledge bases.
- [Automated Schema Change Management in Data Pipelines: The Complete Guide](https://streamkap.com/resources-and-guides/schema-change-management/): Learn how automated schema change management eliminates pipeline failures. Compare manual vs automatic schema evolution approaches for ETL and CDC pipelines.
- [Infrastructure as Code for Data Pipelines: Terraform, Pulumi, and API-First Approaches](https://streamkap.com/resources-and-guides/terraform-data-pipelines/): Learn how to manage real-time data pipelines with Terraform and Infrastructure as Code. Includes HCL examples, GitOps workflows, and platform comparisons.
- [Data Integration Challenges: Master Solutions for Unified Data](https://streamkap.com/resources-and-guides/data-integration-challenges/): Explore data integration challenges and how to overcome silos, latency, and quality issues with proven, actionable strategies for seamless data flow.
- [10 Essential Data Integration Techniques for Real-Time Analytics in 2026](https://streamkap.com/resources-and-guides/data-integration-techniques/): Discover 10 essential data integration techniques, from CDC to streaming. Learn the pros, cons, and use cases to build efficient, real-time data pipelines.
- [What Is Data Synchronization and How It Works](https://streamkap.com/resources-and-guides/what-is-data-synchronization/): Discover what is data synchronization and how it powers modern business by keeping data consistent across all systems for faster, smarter decisions.
- [What is message queuing: A Guide to Resilient, Scalable Apps](https://streamkap.com/resources-and-guides/what-is-message-queuing/): What is message queuing and how does it power resilient, scalable apps? Learn core concepts, real-world use cases, and essential patterns.
- [ETL Tools Comparison Choosing Your Modern Data Integration Solution](https://streamkap.com/resources-and-guides/etl-tools-comparison/): Explore our in-depth ETL tools comparison to choose the right solution. We analyze batch, ELT, and real-time CDC for modern data stacks and complex use cases.
- [A Guide to the Modern Data Streaming Platform](https://streamkap.com/resources-and-guides/data-streaming-platform/): Explore how a modern data streaming platform transforms business with real-time data. This guide covers core technologies, architecture, and use cases.
- [A Practical Guide to Building Your First ETL Data Pipeline](https://streamkap.com/resources-and-guides/etl-data-pipeline/): Build a robust ETL data pipeline from the ground up. This guide covers architecture, tools, and modern strategies for real-time data integration.
- [Data in Motion Your Complete Guide to Real-Time Streaming](https://streamkap.com/resources-and-guides/data-in-motion/): Unlock the power of real-time data streaming. This guide explains data in motion, its core technologies like CDC and Kafka, and how to build powerful pipelines.
- [10 Real-World Event Driven Architecture Examples Transforming Industries in 2025](https://streamkap.com/resources-and-guides/event-driven-architecture-examples/): Explore 10 detailed event driven architecture examples from finance, e-commerce, and IoT. Learn how real-time data streaming unlocks new capabilities.
- [Discover the business intelligence tools comparison: BI vs Tableau & Looker](https://streamkap.com/resources-and-guides/business-intelligence-tools-comparison/): Discover which platform wins in this business intelligence tools comparison of Power BI, Tableau, and Looker.
- [Build a Modern Data Ingestion Pipeline from Scratch](https://streamkap.com/resources-and-guides/data-ingestion-pipeline/): Learn how to build a scalable data ingestion pipeline. Explore batch vs. streaming, CDC, and the key components for real-time data flows.
- [What Is Data Orchestration: what is data orchestration in practice](https://streamkap.com/resources-and-guides/what-is-data-orchestration/): Discover what is data orchestration and how it streamlines complex workflows, automates tasks, and unlocks reliable insights.
- [What Is a Data Flow Explained for Real-Time Business](https://streamkap.com/resources-and-guides/what-is-a-data-flow/): Understand what is a data flow and how it moves data from source to destination. Explore real-time streaming, key components, and best practices.
- [What Is Stream Data A Guide to Real-Time Processing](https://streamkap.com/resources-and-guides/what-is-stream-data/): Understand what is stream data with our complete guide. Learn how real-time processing, architectures, and use cases are transforming modern business.
- [Mastering Replication Of Data For Resilience And Analytics](https://streamkap.com/resources-and-guides/replication-of-data/): Discover how replication of data enhances resilience, global availability, and analytics readiness with practical strategies, trade-offs, and best practices.
- [What Is Snowflake Marketplace Capacity Drawdown Explained](https://streamkap.com/resources-and-guides/what-is-snowflake-marketplace-capacity-drawdown/): What is Snowflake Marketplace Capacity Drawdown? This guide explains how it works, its benefits, and how to manage costs to maximize your Snowflake investment.
- [Discover: snowflake marketplace and streamkap is now available on it](https://streamkap.com/resources-and-guides/snowflake-marketplace-and-streamkap-is-now-available-on-it/): Discover how snowflake marketplace and streamkap is now available on it unlocks real-time data streaming for analytics with easy setup tips.
- [Understanding webhook source to kafka with streamkap: A Quick Guide](https://streamkap.com/resources-and-guides/webhook-source-to-kafka-with-streamkap/): Learn webhook source to kafka with streamkap and how to stream data to Kafka in real time with practical, production-ready pipelines.
- [Kafka Pub Sub: A Practical Guide to kafka pub sub in Real-Time Streaming](https://streamkap.com/resources-and-guides/kafka-pub-sub/): Explore how kafka pub sub powers real-time data streaming, with topics and partitions, producers, and consumers, plus practical examples.
- [A Practical Guide to S3 Source to Kafka with Streamkap](https://streamkap.com/resources-and-guides/s-3-source-to-kafka-with-streamkap/): Learn how to build a real-time S3 source to Kafka with Streamkap. This guide provides actionable steps for setup, configuration, and optimization.
- [What is data latency: what is data latency and its impact on your systems](https://streamkap.com/resources-and-guides/what-is-data-latency/): Uncover what is data latency, its causes, and practical steps to measure and reduce it for faster, more reliable performance.
- [operational reporting vs analytical reporting: A Practical Guide](https://streamkap.com/resources-and-guides/operational-reporting-vs-analytical-reporting/): Discover the key differences between operational reporting vs analytical reporting and when to use each to drive better decisions.
- [How to Improve Data Quality: A Practical Guide to Clean, Trusted Data](https://streamkap.com/resources-and-guides/how-to-improve-data-quality/): Discover how to improve data quality with a practical, step-by-step guide to assessment, cleansing, and governance that builds trust in your data.
- [10 Data Architecture Best Practices for Scalable Systems in 2025](https://streamkap.com/resources-and-guides/data-architecture-best-practices/): Explore 10 actionable data architecture best practices for building scalable, secure, and modern data systems. Master DDD, streaming, governance, and more.
- [Top 12 Data Warehouse Automation Tools for 2025](https://streamkap.com/resources-and-guides/data-warehouse-automation-tools/): Explore our curated list of the top data warehouse automation tools for 2025. Compare features, pricing, and use cases to find the perfect solution.
- [how to read/write direct to kafka: A Developer's Guide](https://streamkap.com/resources-and-guides/how-to-read-write-direct-to-kafka/): how to read/write direct to kafka: A practical guide with code samples, configs, and best practices for developers.
- [what are kafka smts? A quick guide to Kafka SMTs](https://streamkap.com/resources-and-guides/what-are-kafka-smts/): what are kafka smts? Find out what they are and how SMTs in Kafka Connect simplify data pipelines with real-world examples.
- [10 Powerful Real Time Analytics Use Cases for 2025](https://streamkap.com/resources-and-guides/real-time-analytics-use-cases/): Explore 10 powerful real time analytics use cases revolutionizing industries. See practical examples, tech stacks, and how to implement them today.
- [Apache Flink Java Support with Streamkap A How-To Guide](https://streamkap.com/resources-and-guides/apache-flink-java-support-with-streamkap/): Unlock real-time data pipelines with our guide on Apache Flink Java support with Streamkap. Build, deploy, and monitor high-performance Java Flink jobs.
- [Apache Flink Python Support with Streamkap](https://streamkap.com/resources-and-guides/apache-flink-python-support-with-streamkap/): Unlock Apache Flink Python support with Streamkap. This guide shows you how to build real-time data pipelines using PyFlink and Streamkap for CDC streams.
- [Apache Flink TypeScript Support with Streamkap Explained](https://streamkap.com/resources-and-guides/apache-flink-typescript-support-with-streamkap/): Unlock Apache Flink TypeScript support with Streamkap. This guide shows you how to manage real-time data pipelines using TypeScript, APIs, and CDC.
- [Tuning Kafka for Sub Second Pipelines](https://streamkap.com/resources-and-guides/tuning-kafka-for-sub-second-pipelines/): A practical guide to tuning Kafka for sub second pipelines. Learn how to optimize producers, brokers, and consumers for ultra-low latency data streams.
- [Change data capture with ssh tunnels and port forwarding](https://streamkap.com/resources-and-guides/change-data-capture-with-ssh-tunnels-and-port-forwarding/): Discover how to implement change data capture with ssh tunnels and port forwarding for secure, scalable data replication.
- [Finding the Right Estuary Alternative for Your Data](https://streamkap.com/resources-and-guides/estuary-alternative/): Explore top Estuary alternative platforms for real-time data pipelines. Our guide compares performance, cost, and use cases to help you choose wisely.
- [Top 12 Redpanda Alternative Solutions for 2025](https://streamkap.com/resources-and-guides/redpanda-alternative/): Discover the best Redpanda alternative for your data streaming needs. Compare 12 top solutions for performance, cost, and operational overhead.
- [What Is Event Driven Architecture Explained](https://streamkap.com/resources-and-guides/what-is-event-driven-architecture/): What is event driven architecture? This guide explains how it works with real-world examples, core patterns, and benefits for building scalable, modern systems.
- [12 Best Confluent Alternative Platforms in 2025](https://streamkap.com/resources-and-guides/confluent-alternative/): Discover the best Confluent alternatives for your data streaming needs. Compare managed Kafka, CDC platforms, and cloud-native solutions for performance, cost, and operational simplicity.
- [What Is Change Data Capture? A Practical Guide](https://streamkap.com/resources-and-guides/what-is-change-data-capture/): Discover what is change data capture, how it works, and why it's essential for real-time data integration, analytics, and modern data pipelines.
- [Streaming Data Platform: Real-Time Insights for Businesses](https://streamkap.com/resources-and-guides/streaming-data-platform/): Explore how a streaming data platform delivers real-time insights and powers agile decision-making for modern businesses.
- [Change Data Capture SQL Server A Modern Explainer](https://streamkap.com/resources-and-guides/change-data-capture-sql-server/): Discover how Change Data Capture SQL Server works. Learn to set up CDC, query change data, and leverage it for real-time analytics in this complete guide.
- [data engineering best practices for faster pipelines](https://streamkap.com/resources-and-guides/data-engineering-best-practices/): Discover data engineering best practices to boost pipeline speed and reliability with practical, scalable patterns.
- [Data Migration Best Practices: 10 Steps for a Flawless 2025](https://streamkap.com/resources-and-guides/data-migration-best-practices/): Discover data migration best practices to safely move data, minimize downtime, and ensure a flawless 2025 rollout.
- [A Guide to Streaming Data Pipelines](https://streamkap.com/resources-and-guides/streaming-data-pipelines/): Discover how streaming data pipelines unlock real-time insights. This guide covers architectures, key components, benefits, and best practices.
- [What Is Streaming Data and How Does It Work](https://streamkap.com/resources-and-guides/what-is-streaming-data/): Discover what is streaming data with this simple guide. Learn how real-time data streams power modern business, from analytics to instant customer experiences.
- [A Practical Guide: what is data pipelines and why it matters](https://streamkap.com/resources-and-guides/what-is-data-pipelines/): Learn what is data pipelines, how they move data, core components, architectures, and practical examples to optimize your data workflow.
- [Top 10 Best Practices in Data Warehousing for 2025](https://streamkap.com/resources-and-guides/best-practices-in-data-warehousing/): Discover 10 expert-backed best practices in data warehousing. Master dimensional modeling, real-time CDC, and cloud architecture to build a modern DW.
- [Real Time Database Synchronization Explained](https://streamkap.com/resources-and-guides/real-time-database-synchronization/): A complete guide to real time database synchronization. Learn how modern data pipelines work, from core concepts and architectures to business use cases.
- [Mastering Change Data Capture MySQL for Real-Time Data](https://streamkap.com/resources-and-guides/change-data-capture-mysql/): Discover how Change Data Capture MySQL transforms data pipelines. Learn how CDC works, compare methods, and implement best practices for real-time insights.
- [Build a Modern Data Pipeline Architecture](https://streamkap.com/resources-and-guides/data-pipeline-architecture/): Explore modern data pipeline architecture. Learn to design scalable, resilient systems with key patterns like ETL vs. ELT and the right cloud tools.
- [change data capture tools: 12 Real-Time Pipelines for 2025](https://streamkap.com/resources-and-guides/change-data-capture-tools/): Discover top change data capture tools and how they power real-time pipelines. Compare features, use cases, and pricing for 2025.
- [automate data pipeline: build robust, efficient workflows](https://streamkap.com/resources-and-guides/automate-data-pipeline/): Learn how to automate data pipeline with proven strategies, tools, and architecture tips to design scalable, reliable data workflows.
- [Data Lake House vs Data Warehouse: Key Differences Explained](https://streamkap.com/resources-and-guides/data-lake-house-vs-data-warehouse/): Discover the core differences between data lake house vs data warehouse architectures to choose the best data strategy for your business. Learn more!
- [A Guide to Real Time Data Processing](https://streamkap.com/resources-and-guides/real-time-data-processing/): Discover how real time data processing is transforming modern business. Our guide covers key concepts, architectures, and real-world applications.
- [Batch vs Stream Processing: Which Data Method Is Right for You?](https://streamkap.com/resources-and-guides/batch-vs-stream-processing/): Learn the key differences between batch vs stream processing to choose the best data approach for your needs. Find out more now!
- [How to Implement Change Data Capture Without Complexity](https://streamkap.com/resources-and-guides/how-to-implement-change-data-capture-without-complexity/): Discover how to implement change data capture without complexity. Our guide offers simple, modern methods for real-time data integration. Learn more!
- [Master DynamoDB Change Data Capture for Real-Time Insights](https://streamkap.com/resources-and-guides/dynamodb-change-data-capture/): Learn how DynamoDB change data capture enables real-time data syncing. Discover best practices and use cases for modern applications.
- [Top Business Intelligence Dashboard Examples for 2025](https://streamkap.com/resources-and-guides/business-intelligence-dashboard-examples/): Discover key business intelligence dashboard examples to inspire your data visualization and decision-making in 2025.
- [Top 12 Database Replication Tools for 2025](https://streamkap.com/resources-and-guides/database-replication-tools/): Explore the 12 best database replication tools for real-time synchronization. Compare features, pros, cons, and use cases to find your ideal solution.
- [Boost Business Efficiency with Real Time Data Integration](https://streamkap.com/resources-and-guides/real-time-data-integration/): Learn how real time data integration enhances decision-making and operational agility. Discover tools and strategies to implement it effectively.
- [How to Reduce Latency: Proven Tips for Faster Systems](https://streamkap.com/resources-and-guides/how-to-reduce-latency/): Learn how to reduce latency effectively. Discover actionable strategies to minimize delays and boost your system's performance today!
- [9 Data pipelines examples You Should Know](https://streamkap.com/resources-and-guides/data-pipelines-examples/): Discover the top 9 data pipelines examples strategies and tips. Complete guide with actionable insights.
- [What is an ETL Pipeline? Essential Data Workflow Explained](https://streamkap.com/resources-and-guides/what-is-an-etl-pipeline/): Learn what is an ETL pipeline, how it works, and why it's vital for data success. A simple, clear guide for beginners to master data integration.
- [Solve Data Integrity Problems: Tips for Reliable Data](https://streamkap.com/resources-and-guides/data-integrity-problems/): Discover effective strategies to identify and prevent data integrity problems. Ensure your data is accurate and trustworthy with our expert guide.
- [Neo4j Real-Time Analytics for Instant Insights](https://streamkap.com/resources-and-guides/neo-4-j-real-time/): Discover how to leverage Neo4j real-time capabilities for instant analytics, fraud detection, and recommendations. Your guide to dynamic graph data.
- [Mastering Real Time Data Analytics](https://streamkap.com/resources-and-guides/real-time-data-analytics/): Unlock the power of real time data analytics. This guide covers key architectures, tools like Streamkap, and practical strategies for instant business insights.
- [How to Build Data Pipelines From Scratch](https://streamkap.com/resources-and-guides/how-to-build-data-pipelines/): Learn how to build data pipelines with our expert guide. Discover modern architecture, real-time CDC tools like Streamkap, and optimization best practices.
- [Guide to Azure SQL Database Change Data Capture](https://streamkap.com/resources-and-guides/azure-sql-database-change-data-capture/): Explore Azure SQL Database Change Data Capture with our expert guide. Learn how CDC works, its setup, real-world use cases, and best practices.
- [A Guide to Data Stream Processing](https://streamkap.com/resources-and-guides/data-stream-processing/): Unlock real-time insights with our guide to data stream processing. Learn key concepts, architectures, and how to turn continuous data into business value.
- [A Guide to Database Replication Software](https://streamkap.com/resources-and-guides/database-replication-software/): Explore how database replication software works with our complete guide. Learn about key architectures, use cases, and best practices for data availability.
- [A Guide to PostgreSQL Change Data Capture](https://streamkap.com/resources-and-guides/postgresql-change-data-capture/): Explore this comprehensive guide to PostgreSQL change data capture. Learn how logical decoding, Debezium, and best practices enable real-time data streaming.
- [A Guide to Snowflake Snowpipe Streaming](https://streamkap.com/resources-and-guides/snowflake-snowpipe-streaming/): A practical guide to Snowflake Snowpipe Streaming. Learn how to configure real-time data ingestion for low-latency analytics and faster insights.
- [A Practical Guide to Managed Flink](https://streamkap.com/resources-and-guides/managed-flink/): Discover how managed Flink helps you build powerful real-time apps, not infrastructure. Explore practical comparisons, benefits, and expert tips.
- [MySQL CDC Multi-Tenant Architecture Guide](https://streamkap.com/resources-and-guides/mysql-cdc-multi-tenant/): A practical guide to MySQL CDC multi-tenant architecture. Learn schema design, tenant isolation, and how to build scalable CDC pipelines for SaaS.
- [PlanetScale PostgreSQL an Explainer Guide](https://streamkap.com/resources-and-guides/planetscale-postgresql/): Explore PlanetScale PostgreSQL, a guide to its sharded architecture, developer features, and performance. Learn how it solves database scaling challenges.
- [Mastering Change Data Capture SQL in 2024](https://streamkap.com/resources-and-guides/change-data-capture-sql/): Unlock real-time data insights. This guide to Change Data Capture SQL covers setup, querying changes, and best practices for modern data pipelines.
- [What is Event Driven Programming? Key Concepts & Examples](https://streamkap.com/resources-and-guides/what-is-event-driven-programming/): Discover what is event driven programming, with clear examples and explanations of core concepts, architectures, and real-world applications. Learn more now!
- [PostgreSQL CDC Multi-Tenant Setups Done Right](https://streamkap.com/resources-and-guides/postgresql-cdc-multi-tenant/): A practical guide to building scalable PostgreSQL CDC multi-tenant systems. Learn schema design, security, and real-world streaming configurations.
- [A Guide to Managed Kafka Services](https://streamkap.com/resources-and-guides/managed-kafka/): Discover how managed Kafka simplifies data streaming. This guide covers architecture, use cases, and best practices to help you scale efficiently.
- [A Practical Guide to S3 Real-Time Data Pipelines](https://streamkap.com/resources-and-guides/s-3-real-time/): Build a high-performance S3 real-time data pipeline. This guide provides actionable steps for low-latency data ingestion into Amazon S3 using modern tools.
- [7 Top Data Streaming Tools Comparison for 2025](https://streamkap.com/resources-and-guides/data-streaming-tools-comparison-7-en-badfe/): Explore our data streaming tools comparison with 7 key insights to boost your data handling skills and project success in 2025.
- [Real-Time ETL Step by Step: Master Data Integration](https://streamkap.com/resources-and-guides/real-time-etl-step-by-step-en/): Learn real-time ETL step by step to seamlessly integrate and process data streams for faster analytics and insights.
- [Understanding Redis Real Time Analytics for Data Insights](https://streamkap.com/resources-and-guides/redis-real-time-analytics-explained-en/): Explore redis real time analytics to understand its importance, functionality, and applications in data-driven decision making.
- [What is Debezium? Understanding Change Data Capture](https://streamkap.com/resources-and-guides/what-is-debezium-en/): Discover what is Debezium, its importance in data engineering, and how it captures changes with comprehensive explanations and insights.
- [7 Key Benefits of Real-Time ETL You Should Know](https://streamkap.com/resources-and-guides/benefits-of-real-time-etl-7-en/): Discover 7 essential benefits of real-time ETL that can enhance data efficiency and decision-making for your analytics teams.
- [Understanding Why Automate ETL for Data Success](https://streamkap.com/resources-and-guides/why-automate-etl-en/): Explore why automate ETL is vital for data success, emphasizing comprehensive understanding and its impact on data management efficiency.
- [Understanding What is Streaming Architecture for Data](https://streamkap.com/resources-and-guides/what-is-streaming-architecture-en/): Explore what is streaming architecture, its importance, workings, and key concepts for data engineers and architects seeking comprehensive understanding.
- [8 Must-Know Database Connectors List for 2025](https://streamkap.com/resources-and-guides/database-connectors-list-8-must-know-en-06532/): Explore this database connectors list featuring 8 essential tips for connecting and integrating your data systems effectively.
- [Understanding What is Batch vs Streaming Data Processing](https://streamkap.com/resources-and-guides/what-is-batch-vs-streaming-en/): Discover what is batch vs streaming and learn the differences, importance, and how these data processing methods work for effective analytics.
- [Understanding the Role of Kafka in Analytics](https://streamkap.com/resources-and-guides/understanding-role-of-kafka-in-analytics-en/): Explore the role of Kafka in analytics to gain a comprehensive understanding of its significance and functionality in data processing and analysis.
- [What is Real-Time Data? Understanding Its Importance and Functions](https://streamkap.com/resources-and-guides/what-is-real-time-data-en/): Discover what is real-time data and understand its significance, functionality, and applications in today's data-driven landscape.
- [Streaming CDC Data into Motherduck: A Step-by-Step Guide](https://streamkap.com/resources-and-guides/streaming-cdc-data-into-motherduck-en/): Learn to stream CDC data into Motherduck effortlessly with our detailed step-by-step guide, ensuring smooth data processing and integration.
- [Understanding Real-Time ETL Challenges Explained Clearly](https://streamkap.com/resources-and-guides/understanding-real-time-etl-challenges-explained-en/): Explore real-time ETL challenges explained in detail, covering complexities, importance, and practical insights for better data integration understanding.
- [Understanding Real-Time Supabase CDC for Data Teams](https://streamkap.com/resources-and-guides/understanding-real-time-supabase-cdc-en/): Explore the concept of real-time Supabase CDC, its importance, workings, and key concepts for data professionals in this comprehensive guide.
- [7 Essential Tips for Understanding PlanetScale Real-Time CDC Streaming](https://streamkap.com/resources-and-guides/planetscale-real-time-cdc-streaming-7-essential-tips-en/): Learn 7 essential tips for mastering PlanetScale real-time CDC streaming and enhance your data management skills effectively.
- [Master Postgresql to Snowflake Streaming Efficiently](https://streamkap.com/resources-and-guides/postgresql-to-snowflake-streaming-en/): Follow this step-by-step guide for Postgresql to Snowflake streaming to ensure seamless data integration and real-time analytics.
- [Understanding Most Cost-Effective Solutions for Streaming Data to Snowflake](https://streamkap.com/resources-and-guides/most-cost-effective-solutions-for-streaming-data-to-snowflake-en/): Explore the most cost-effective solutions for streaming data to Snowflake, focusing on comprehensive understanding and practical insights.
- [Understanding Shift Left: Enhancing Data Quality Early](https://streamkap.com/resources-and-guides/understanding-shift-left-enhancing-data-quality-early-en/): Explore shift left and its importance in improving data quality and efficiency in engineering and analytics processes for better outcomes.
- [What is Kafka? Understanding Its Purpose and Functionality](https://streamkap.com/resources-and-guides/what-is-kafka-en/): Explore kafka what is and gain a comprehensive understanding of its importance, functionality, and key concepts in the data engineering world.
- [Understanding Why Streaming CDC Matters for Data Professionals](https://streamkap.com/resources-and-guides/understanding-why-streaming-cdc-matters-en/): Explore why streaming CDC matters in data engineering and analytics, emphasizing its role in real-time data processing and decision-making.
- [Master Your Real-Time Analytics Workflow for 2025](https://streamkap.com/resources-and-guides/real-time-analytics-workflow-en/): Follow this step-by-step guide to streamline your real-time analytics workflow and enhance data-driven decision-making.
- [What is Apache Flink? Understanding Stream Processing](https://streamkap.com/resources-and-guides/what-is-apache-flink-en/): Explore what is Apache Flink, a powerful stream processing framework, and understand its importance, architecture, and core concepts.

## Customer Success Stories

- **SpotOn**: 4x faster, 3x lower TCO vs previous solution (Staff Data Engineer, Marcin Migda)
- **Fleetio**: Sub-second analytics updates, dramatically lower Snowflake costs
- **Nala Money**: Real-time money transfers to Africa with faster, cheaper data pipelines
- **InHire**: Powers real-time AI recruitment with fresh candidate data

## Legal & Compliance

- [Privacy Policy](https://streamkap.com/privacy/)
- [Terms of Service](https://streamkap.com/terms/)
- [Data Processing Agreement](https://streamkap.com/dpa/)
- [Service Level Agreement](https://streamkap.com/sla/)
- [GDPR Compliance](https://streamkap.com/gdpr/)
- [Security Disclosure](https://streamkap.com/disclosure/)

## Contact & Getting Started

- [Contact Us](https://streamkap.com/contact-us/): Get in touch with the Streamkap team
- [Request Demo](https://streamkap.com/demo-request/): Schedule a personalized demo
- [Start Free Trial](https://app.streamkap.com/account/sign-up): Sign up for 30-day free trial
- [Documentation](https://docs.streamkap.com): Technical docs and API reference