Building a data pipeline is easy. Building one that automatically recovers from failures, maintains data integrity during outages, and runs reliably in production—that's what separates junior engineers from platform architects.

Orchestrate & Recover Real-Time Data Pipelines
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Orchestrate & Recover Real-Time Data Pipelines
This course is part of Real-Time, Real Fast: Kafka & Spark for Data Engineers Specialization


Instructors: Starweaver
Included with
Recommended experience
What you'll learn
Build and schedule streaming and batch-adjacent workflows using a modern orchestrator, such as Airflow or Prefect.
IImplement reliability patterns like idempotence, checkpointing, DLQs, and backfills for fault-tolerant and exactly-once-ish processing.
Design multi-region recovery strategies (mirroring/replication) and run playbooks to restore pipelines after partial or regional failures.
Skills you'll gain
Details to know

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January 2026
1 assignment
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There are 3 modules in this course
Learners set up a modern orchestrator and build a first DAG/flow that runs reliably. We cover scheduling, retries, task dependencies, and lightweight observability. By the end, learners will ship a minimal but production-aware pipeline.
What's included
4 videos2 readings1 peer review
We move from “works on my machine” to “recovers on its own.” Learners add exactly-once-ish processing, checkpointing, schema controls, and dead-letter queues. The module emphasizes designing for replay and safe backfills.
What's included
3 videos1 reading1 peer review
Learners design for failure domains—task, job, cluster, and region. We cover backfills vs. reprocessing, Delta time travel for safe fixes, and Kafka replication patterns (MirrorMaker 2, uReplicator) for DR.
What's included
4 videos1 reading1 assignment2 peer reviews
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