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.
Tracking 10M+ concurrent players with sub-10ms latency.
Identifying aimbots, wallhacks, and DDoS attacks in real time.
Managing sudden traffic spikes during game launches or esports events.
Reducing churn with personalized rewards and dynamic difficulty adjustments.
Preventing inflation/exploits in virtual currencies and NFT markets.
Different Data Sources provide data in unstructured or Uncompressed form.
Challenge
Analyze 1M+ events/sec (kills, purchases, match outcomes) to improve engagement.
Solution
Ingest game telemetry (Protobuf/JSON) into ClickHouse via Kafka, using Materialized Views to compute metrics like DAU, session length, and win rates.
Cache player profiles (achievements, inventory) in RediSearch for <5ms API lookups during matchmaking.
Visualize trends in Grafana dashboards (e.g., "30% drop in Level 10 retention").
Challenge
Detect and ban cheaters within seconds of anomalous activity.
Solution
Analyze player telemetry (mouse movements, shot accuracy) with ClickHouse ML UDFs using statistical models (Z-score, clustering).
Cross-reference hardware IDs/IPs with known cheat signatures in Elasticsearch’s threat intel plugins.
Auto-ban offenders via Redis Streams integrated with game server APIs.
Challenge
Adjust in-game events (e.g., holiday sales, boss raids) based on real-time engagement.
Solution
Use ClickHouse window functions to track event participation rates and spawn rewards dynamically.
Deploy A/B tests (e.g., "2x XP weekend") via Elasticsearch’s feature flagging.
Auto-scale ClickHouse clusters on AWS Spot Instances during peak traffic (70% cost savings).
Challenge
Deliver unique quests/rewards to 1M+ players without latency spikes.
Solution
Train recommendation models (PyTorch) on player behavior data stored in ClickHouse.
Serve personalized content via RediSearch vector search (e.g., "players who like PvP get raid invites").
Sync player segments to Unity/Unreal Engine backends using Kafka connectors.
Challenge
Prevent currency exploits in NFT marketplaces or virtual economies.
Solution
Monitor transaction logs in ClickHouse for anomalies (e.g., 1000 trades/sec on a single item).
Use Elasticsearch’s graph analysis to detect wash trading rings.
Freeze suspicious accounts via prebuilt ClickHouse playbooks.
ClickHouse: Process 2M+ events/sec for real-time leaderboards and matchmaking.
RediSearch: Deliver in-game inventory/leaderboard APIs with <10ms latency.
Auto-Scaling: Spin up GPU instances for ML-driven cheat detection, scale down post-analysis.
BYOC (Bring Your Own Cloud): Use reserved instances for predictable pricing.
ClickHouse ML: Deploy custom detection models (e.g., neural networks for aimbot detection).
Elasticsearch EQL: Hunt advanced threats with MITRE ATT&CK-style queries.
GDPR/COPPA Compliance: Anonymize player data with Elasticsearch’s data masking.
BYOK Encryption: Protect player PII with your AWS/GCP KMS keys.
ClickHouse Gaming Specialists: Optimize schemas for time-series telemetry.
Elasticsearch DevOps Engineers: Tune cluster performance for live ops.
Compress data up to 90% for less storage cost.
Structure data at ingestion to minimise the query execution time.
Supercharge real-time analytics with a fully managed columnar database. Process petabytes of data at lightning speed, backed by automated scaling, security, and 24/7 expert support.
Build fault-tolerant data pipelines with a fully managed Kafka service. Stream thousands of events per second, powered by auto-scaling brokers, geo-replication, and enterprise security.
Deliver millisecond search & analytics with a managed ElasticSearch solution. Automate indexing, security, and compliance for log analytics, APM, or customer-facing search.
Power real-time apps with a fully managed Redis service. Achieve microsecond latency for caching, leaderboards, and pub/sub messaging, backed by instant failover and TLS encryption.