TL;DR: AI gaming company Latitude replaced Amazon Aurora with TimescaleDB for their interactive storytelling platform, cutting storage costs by $12K monthly while improving query performance.
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What is Timescale? Timescale is Postgres made powerful. It enhances PostgreSQL to handle time series, events, real-time analytics, and vector search—all in a single database alongside transactional workloads.
🔹 Learn more about Timescale Cloud and TimescaleDB
The Real-Time Data Challenge 📊
Latitude's AI Dungeon platform generates dynamic storylines for thousands of players simultaneously. As their user base grew, Amazon Aurora couldn't efficiently handle their time-series data needs:
- Rising storage costs
- Degrading query performance
- Challenges with real-time analytics
- Engineering resources consumed by database management
The Solution?💡
Latitude migrated from Amazon Aurora to Timescale.
"TimescaleDB by itself is what allows for the hypertables, the query performance, and the compression. That's where it's something like $12,000 monthly storage savings."
Key Features:
- Hypertables for efficient time-series partitioning
- Continuous aggregates for real-time analytics
- Native compression to reduce storage requirements and costs
-- Example of hypertable creation in TimescaleDB
CREATE TABLE events(
time TIMESTAMPTZ NOT NULL,
player_id INTEGER,
action_type TEXT,
context JSONB
);
-- Convert to hypertable
SELECT create_hypertable('events', 'time');
Performance Results
- $12,000 monthly database storage cost reduction
- Improved query performance despite growing data volumes
- Seamless real-time analytics powering their AI storytelling engine
- Capacity to handle larger datasets as player base expands
For Latitude's engineering team, Timescale delivered the rare combination of better performance and lower costs, allowing them to focus on creating immersive AI gaming experiences instead of database optimization.
Timescale Cloud: For Teams Ready to Go Fully Managed
For teams wanting to eliminate database management entirely:
What Timescale Cloud Offers
No Database Administration
Zero management overhead
Engineers work on products, not databases
No more infrastructure maintenance
Built-in Scaling
Handles growth automatically
Scales with your data volume
Manages traffic fluctuations
More Cost Savings
No need for database administrators
Pay only for what you use
Predictable monthly costs
*Better Reliability
*
Automatic backups
High availability setup
Built-in disaster recovery
Performance Monitoring
Real-time performance metrics
Problem alerts
Usage insights
Relevant for AI Gaming Companies
Companies like Latitude in the AI gaming space might find these features particularly useful:
Speed: Fast queries with many concurrent users
Focus: Engineers work on games, not databases
Global Access: Low-latency worldwide
Growth Ready: Scales as you grow
Try Timescale Today
Try Timescale Cloud free for 30 days.
Discussion 💬
Have you faced similar scaling challenges with time-series data? What database solutions have worked for your real-time analytics needs?