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Database Optimization for Blockchain-Scale Workloads

Client Overview

A high-volume SOLANA blockchain platform handling trillions of records and multi-TB tables, facing critical performance issues on its production database.

The Challenge

  • Severe query latency affecting transactions and reporting
  • Trillions of rows and tables over 4–5 TB in size
  • Partitioning not viable due to column limitations
  • License and maintenance costs skyrocketing

Root Cause Analysis

  • Bloated schema with unnecessary
    columns
  • Poorly chosen data types and sizes
  • Fragmented or redundant indexing
  • Outdated or misconfigured statistics
  • Heavy logical/physical reads in queries and procedures

Optimization Strategy

  • Schema normalization & column pruning
  • Data Type Review and Size Reduction
  • Enabled async statistics updates
  • Index review and realignment
  • Query and procedure refactoring

Key Technical Enhancements

  • Schema & column cleanup
  • Query & procedure optimization
  • Asynchronus Statistics update
  • Index realignment with usage
  • Data type tuning for I/O Efficiency 

Outcome & Benefits

  • 50–80% faster query execution times
  • Significant drop in logical reads & CPU usage
  • Reduced blocking during peak usage
  • Table maintenance operations 5x faster
  • Massive storage reduction (66TB → 12TB)

Why KlusterFirst?

We specialize in uncovering deep-rooted performance bottlenecks and delivering high-
impact, measurable improvements in large-scale database environments.

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