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Data Engineering & Streaming

Real-time pipelines, lakehouses, and the production patterns that stay up.

Production-grade data engineering: Kafka and Flink pipelines with exactly-once semantics, lakehouse architecture trade-offs, CDC patterns, and the observability stack that turns streaming chaos into reliable infrastructure.

Written for:Data Engineering LeadVP DataPrincipal Data EngineerCTO

All Data Engineering & Streaming insights (8)

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Your CRM Budget Is Sabotaging Delivery

Your CRM Budget Is Sabotaging Delivery

Cut your CRM budget waste by up to 40%-learn how hidden costs sabotage delivery and how custom CRM development cost can fix it.

Why More Kafka Partitions Kill Flink Exactly-Once

Why More Kafka Partitions Kill Flink Exactly-Once

Discover how excess Kafka partitions break Flink's exactly-once guarantees and what you can do to prevent costly rebalancing failures.

Why Your CDC Pipeline Is Doubling Latency

Why Your CDC Pipeline Is Doubling Latency

Discover why your CDC pipeline is adding extra latency and learn proven strategies to cut delays and boost real-time data flow.

Why Kafka State Store Breaks Flink Fault Tolerance

Why Kafka State Store Breaks Flink Fault Tolerance

Discover why Kafka's state store undermines Flink's fault tolerance and how to achieve true exactly-once processing.

Why Flink's Exactly-Once Still Breaks With Kafka Transactions

Why Flink's Exactly-Once Still Breaks With Kafka Transactions

Discover why Flink's exactly-once guarantees still break when using Kafka transactions, and learn practical fixes for reliable real-time pipelines.

Why More Kafka Replicas Break Exactly-Once

Why More Kafka Replicas Break Exactly-Once

Discover how adding Kafka replicas can unintentionally break exactly-once guarantees and what it means for state management in real-time pipelines.

The Hidden TCO of Real-Time Pipelines

The Hidden TCO of Real-Time Pipelines

Discover the true cost of real-time data pipelines and why observability drives hidden TCO. Compare Flink vs Kafka in our benchmark.

Small Focus, Big Impact: How Tiny Sparks Ignite Wildfire Success

Small Focus, Big Impact: How Tiny Sparks Ignite Wildfire Success

Discover how small, focused efforts can trigger massive success. Learn why tiny sparks often lead to the biggest breakthroughs in business and life.