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Case Study: Talkdesk cuts P99 query time 85% with Starburst Galaxy

Talkdesk Case StudySourced & dated by Case Study Desk
Key facts · TL;DR
Company
Talkdesk
Industry
Software
Challenge
Slow, failure-prone queries on a growing Iceberg lakehouse.
Headline result
Talkdesk brought P99 query time down from twenty minutes to three and cut error rates 150x on Starburst Galaxy.

Key results

85%
faster P99 query time
twenty minutes to three minutes
150x
error-rate reduction
query failures
20
tools consolidated
services unified on the platform

The challenge

Talkdesk, a global cloud contact center provider, faced slow query performance and high query failure rates as it scaled its Apache Iceberg lakehouse. Complex data access across many tools hindered consistent, predictable analytics.

The solution

Talkdesk adopted Starburst Galaxy as the query layer over its Iceberg lakehouse, consolidating tooling and standardizing data access. The move targeted query speed, reliability, and operational simplicity as the platform scaled.

With Starburst Galaxy, our P99 query time went down from twenty minutes to three minutes—an 85% improvement, bringing consistency and predictability even as we scale.

RC
Ricardo Cardante
Senior Data Engineer, Talkdesk

The results, in context

P99 query time fell 85%, from twenty minutes to three, according to the customer. Query error rates were reduced 150x, and 20 separate tools and services were consolidated onto the platform.

Products used

Starburst Starburst Galaxy