Technology, Built to Push Boundaries

Every feature is an engineering triumph

⚡

In-Memory Engine: No Disk I/O, Pure Speed

Data is processed in RAM, zero context switch cost.

Zero-copy data processing with Apache Arrow columnar format. Disk I/O bottleneck is completely eliminated.

rust

tars::Config::new().memory_only(true)

🔗

Cell-level associative mapping instead of traditional JOINs.

O(1) relationship resolution — cross-table relationships are pre-indexed. All connected data is filtered instantly with a user click.

rust

db.associate("users", "orders", "user_id")

🪶

No abstraction penalty — Rust's zero-cost abstractions philosophy.

No garbage collector, no runtime. C-level performance with compile-time optimizations and Rust safety.

1M row insert

TarsDB: 120ms

PostgreSQL: 2.4s

20x Hızlı

📊

Column-based compression, vectorized query execution.

Column-based storage instead of row-based storage. Aggregation queries read only relevant columns — up to 100x speedup.

🔐

Attribute-Based Access Control, cell-level authorization.

Policy-as-code approach: Security rules are embedded in the data model. Granular access control at row, column, and cell level.

rust

policy.allow_if(user.role == "admin" || row.owner == user.id)

🧩

PostgreSQL, CSV, JSON, REST API — all with the same query language.

Connector architecture unifies different data sources under a single query language. Adding a new source is as easy as writing a single module.

PostgreSQL MySQL MariaDB MS SQL Oracle SAP HANA MongoDB CSV Excel REST API Webhook Databricks Parquet

Qlik's associative power + Grafana's open source flexibility + Rust's performance = TarsDB Sense

Özellik	TarsDB Sense	Qlik Sense	Power BI	Tableau	Grafana
In-Memory Associative	✅ Native	✅ Native	⚠️ VertiPaq	❌	❌
Self-Hosted	✅ Full	⚠️ Per-License	❌ SaaS	⚠️ Limited	✅
Cost (50 users/yr)	💰 $1,499	💸 $75,000+	💸 $12,000+	💸 $42,000+	💰 Free
ABAC + Cell Level	✅	⚠️ Section Access	❌ RBAC	❌ RBAC	❌
Rust-Native	✅ Zero-Copy	❌ C++	❌ .NET	❌ Java/C++	❌ Go
WASM Frontend	✅ 60 FPS	❌ JS/React	❌ JS	❌ JS	❌ JS
Embedded Mode	✅	❌	❌	❌	❌
Open Source Core	✅ CE	❌	❌	❌	✅ CE

Detailed benchmarks and methodology: /docs/benchmark