TeraDB Cloud

Gaming

Gaming Data Analytics Solutions

Unlock Player Insights, Combat Cheats, and Scale Live Ops in Real Time

TeraDB Cloud empowers gaming companies to analyze billions of in-game events, personalize player experiences, and optimize monetization—all while reducing infrastructure costs by 50% with open-source speed and flexibility.

Key Challenges in Gaming Analytics

zap fast

Real-Time Player Monitoring

Tracking 10M+ concurrent players with sub-10ms latency.

Database

Cheat Detection

Identifying aimbots, wallhacks, and DDoS attacks in real time.

Data sources

Live Ops Scalability

Managing sudden traffic spikes during game launches or esports events.

Real Time

Player Retention

Reducing churn with personalized rewards and dynamic difficulty adjustments.

Compliance & Security

In-Game Economy Balancing

Preventing inflation/exploits in virtual currencies and NFT markets.

Unstructured

Unstructured and Uncompressed Data

Different Data Sources provide data in unstructured or Uncompressed form.

Technical Use Cases for Gaming Analytics

Real-Time Executive

Real-Time Player Behavior Tracking

Challenge

Analyze 1M+ events/sec (kills, purchases, match outcomes) to improve engagement.

Solution

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    Ingest game telemetry (Protobuf/JSON) into ClickHouse via Kafka, using Materialized Views to compute metrics like DAU, session length, and win rates.

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    Cache player profiles (achievements, inventory) in RediSearch for <5ms API lookups during matchmaking.

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    Visualize trends in Grafana dashboards (e.g., "30% drop in Level 10 retention").

Ad-Hoc Analysis

Anti-Cheat Engine

Challenge

Detect and ban cheaters within seconds of anomalous activity.

Solution

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    Analyze player telemetry (mouse movements, shot accuracy) with ClickHouse ML UDFs using statistical models (Z-score, clustering).

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    Cross-reference hardware IDs/IPs with known cheat signatures in Elasticsearch’s threat intel plugins.

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    Auto-ban offenders via Redis Streams integrated with game server APIs.

Forecasting

Dynamic Live Ops

Challenge

Adjust in-game events (e.g., holiday sales, boss raids) based on real-time engagement.

Solution

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    Use ClickHouse window functions to track event participation rates and spawn rewards dynamically.

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    Deploy A/B tests (e.g., "2x XP weekend") via Elasticsearch’s feature flagging.

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    Auto-scale ClickHouse clusters on AWS Spot Instances during peak traffic (70% cost savings).

Real-Time Executive

Personalized Player Experiences

Challenge

Deliver unique quests/rewards to 1M+ players without latency spikes.

Solution

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    Train recommendation models (PyTorch) on player behavior data stored in ClickHouse.

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    Serve personalized content via RediSearch vector search (e.g., "players who like PvP get raid invites").

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    Sync player segments to Unity/Unreal Engine backends using Kafka connectors.

Ad-Hoc Analysis

In-Game Economy Management

Challenge

Prevent currency exploits in NFT marketplaces or virtual economies.

Solution

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    Monitor transaction logs in ClickHouse for anomalies (e.g., 1000 trades/sec on a single item).

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    Use Elasticsearch’s graph analysis to detect wash trading rings.

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    Freeze suspicious accounts via prebuilt ClickHouse playbooks.

How TeraDB Cloud Solves Gaming Challenges

Blazing-Fast

Sub-Second Latency:

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    ClickHouse: Process 2M+ events/sec for real-time leaderboards and matchmaking.

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    RediSearch: Deliver in-game inventory/leaderboard APIs with <10ms latency.

Cost Efficiency:

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    Auto-Scaling: Spin up GPU instances for ML-driven cheat detection, scale down post-analysis.

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    BYOC (Bring Your Own Cloud): Use reserved instances for predictable pricing.

Advanced Anti-Cheat:

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    ClickHouse ML: Deploy custom detection models (e.g., neural networks for aimbot detection).

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    Elasticsearch EQL: Hunt advanced threats with MITRE ATT&CK-style queries.

Compliance & Security

Compliance & Security:

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    GDPR/COPPA Compliance: Anonymize player data with Elasticsearch’s data masking.

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    BYOK Encryption: Protect player PII with your AWS/GCP KMS keys.

24/7 Expert Support:

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    ClickHouse Gaming Specialists: Optimize schemas for time-series telemetry.

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    Elasticsearch DevOps Engineers: Tune cluster performance for live ops.

Compressed and Structured Data Storage

Compressed and Structured Data Storage

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    Compress data up to 90% for less storage cost.

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    Structure data at ingestion to minimise the query execution time.