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Скачать или смотреть Pulsar Cluster Migration Best Practices: In-Place vs. Geo-Replication Approaches

  • StreamNative
  • 2025-06-05
  • 37
Pulsar Cluster Migration Best Practices: In-Place vs. Geo-Replication Approaches
Apache FlinkApache IcebergApache KafkaApache PulsarData StreamingData Streaming SummitStreaming Lakehouse
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Описание к видео Pulsar Cluster Migration Best Practices: In-Place vs. Geo-Replication Approaches

In modern cloud environments, it’s often necessary to migrate Apache Pulsar clusters—whether to switch geographic regions, upgrade underlying infrastructure, or move from self-hosted setups to managed services. In this talk, we’ll delve into two principal migration strategies: using geo-replication and performing in-place migrations. We’ll highlight the benefits, drawbacks, and real-world best practices for each approach, emphasizing how to reduce operational overhead, maintain data integrity, and control costs. By the end of this session, attendees will have a clear roadmap for executing successful Pulsar cluster migrations that align with evolving business needs and budgets.

Speakers:
Max Xu (Staff Software Engineer, StreamNative)

TL;DR
Apache Pulsar cluster migration is crucial for modern cloud environments, addressing issues like region switches or infrastructure upgrades. Max Xu outlines two primary migration strategies: in-place migration and geo-replication, each with distinct benefits and challenges. The session provides a comprehensive roadmap for executing migrations effectively, ensuring data integrity and cost control.

Opening
Imagine needing to shift a thriving Apache Pulsar cluster seamlessly across regions or infrastructures without disrupting its critical data flow. As cloud environments evolve, such migrations become inevitable, driven by factors like geographic shifts or transitioning from self-hosted solutions to managed services. Max Xu, a Staff Software Engineer at StreamNative, opens the discussion with this pressing need, setting the stage for a deep dive into best practices for successful Pulsar cluster migrations.

What You'll Learn (Key Takeaways)

*In-Place Migration Strategy* – This approach involves expanding and then shrinking the cluster, maintaining a single data environment, which simplifies client application interactions and retains the original message IDs.
*Geo-Replication Strategy* – It utilizes built-in features to replicate data across clusters, offering automated processes and backup functionalities without requiring network connectivity between clusters.
*Real-World Application* – StreamNative's in-place migration helped AWS customers reduce infrastructure costs and improve technical support, illustrating the practical benefits of well-executed migrations.
*Operational Efficiency* – Understanding the resource requirements and potential bottlenecks in each strategy is crucial for optimizing migration speed and minimizing performance impacts.

Q&A Highlights
Q: How does Pulsar's geo-replication compare to Kafka's MirrorMaker?
A: Pulsar's geo-replication is built into the broker, requiring no additional components, whereas Kafka's MirrorMaker involves setting up external jobs to replicate data between clusters.

Q: What options exist if the Pulsar cluster is managed with no access to resources for in-place migration?
A: Geo-replication can be utilized, and for migrating all old data, including offloaded data, manual setup of subscriptions and data replication may be necessary.

Q: How does geo-replication work between clusters running different metadata stores, like Zookeeper and Etcd?
A: Geo-replication treats clusters as independent entities and replicates data using Pulsar's protocol without needing access to each other's metadata stores, ensuring compatibility.

Q: What happens if the target cluster has fewer resources compared to the source cluster?
A: For in-place migration, insufficient resources can slow down auto-recovery in Bookkeeper, while in geo-replication, it can lead to backlogs building up in the source cluster, affecting performance. Increasing resources is advised to mitigate these issues.

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