Alan Lee
07/18/2026, 8:41 AMRocky
07/18/2026, 8:41 AMovercommit_memory, ulimit, and swap settings for Linux performance. | Internal
Monitoring | Set up Prometheus and Grafana using the official StarRocks dashboard. | Internal
Version Audit | Select a Long-Term Support (LTS) version and verify feature compatibility. | Expert
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Phase 3: Data Modeling & Schema Design
Goal: Optimize the storage layer for query performance.
Task | Description | Responsibility
Table Engine Choice | Select the correct engine (Duplicate, Aggregate, Unique, or Primary Key). | Expert
Data Distribution | Define Partitioning (date-based) and Bucketing (hash-based) keys. | Expert
Sort Key & Indexing | Choose Sort Keys and Bloom Filter/Bitmap indexes to minimize I/O. | Internal
Schema Mapping | Map source types to StarRocks types (e.g., handling JSON, Nested types, or Decimals). | Internal
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Phase 4: Data Integration (ETL/ELT)
Goal: Move data from sources to StarRocks reliably.
Task | Description | Responsibility
Pipeline Selection | Set up Routine Load (Kafka), Stream Load (Flink/Apps), or Pipe (S3/GCS). | Internal
CDC Integration | Configure real-time synchronization for Primary Key tables if using Flink CDC or similar. | Expert
Batch Loading | Configure Broker Load or DataX for large-scale historical migrations. | Internal
Error Handling | Configure max_filter_ratio and logging for failed ingestions. | Internal
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Phase 5: Query Optimization & Performance Tuning
Goal: Meet SLA requirements for query latency.
Task | Description | Responsibility
Slow Query Analysis | Use EXPLAIN ANALYZE and Query Profiles to find bottlenecks. | Expert
Materialized Views | Create Sync/Async Materialized Views for pre-aggregation or table joins. | Expert
Query Rewriting | Optimize complex SQL to leverage StarRocks' CBO (Cost-Based Optimizer). | Internal
Caching Strategy | Enable Query Cache or Result Cache for repetitive dashboard queries. | Internal
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Phase 6: Operational Readiness (Go-Live Prep)
Goal: Finalize security and operational procedures.
Task | Description | Responsibility
RBAC & Security | Set up Users, Roles, and Row/Column-level permissions. | Internal
Resource Isolation | Configure Resource Groups to prevent background ETL from impacting user queries. | Expert
Backup & Recovery | Test Backup/Restore to S3/HDFS and cluster-level snapshots. | Internal
Load Testing | Perform stress tests to simulate production peak concurrent users. | Internal/Expert
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Summary of Roadmap StrategyRocky
07/18/2026, 8:41 AM