# Data Platforms Optimization

Data platform optimization to reduce costs, improve performance, and boost efficiency. Continuously tune resources without manual effort.

## Data Platform Optimization You Can Trust in Prod

Sedai doesn’t just recommend data optimizations. It makes them. Safely.

## Optimize Data Platforms with Superintelligence

Sedai isn’t another recommendation tool. It optimizes your data platforms for you. By deeply understanding your infra, Sedai rightsizes compute, reduces termination timeouts, and provides better cost breakdowns.

### Autonomous Rightsizing

Autonomously rightsizes driver & executor nodes based on your real CPU & memory utilization. No manual tuning needed.

### Release-Aware Optimization & Regression Detection

Understands how releases impact performance & cost. Sedai only optimizes when behavior is consistent & regression-free.

### Performance & Availability Optimization

Detects saturation & latency early. It adjusts resources based on real workload signals to keep data platforms fast & stable.

“Sedai has helped us save millions by optimizing and managing our own back-end services. But most importantly, Sedai has allowed us to respond in real time when anomalies are detected.”

— Suresh Sangiah, SVP of Engineering // Palo Alto Networks

## What Makes Sedai Different?

Get safe, outcome-driven optimization at scale. Designed to act on real application behavior, with safeguards built into every decision.

### Safe Autonomy

### Full-Stack Cloud Coverage

### Enterprise-Grade Governance

## Autonomy That Delivers

Powered by real app behavior.

Cloud Savings

Performance Gain

Failed Customer Interaction Reduction

## Optimize Your Entire Stack

Sedai makes your stack smarter and safer.

### Databricks

### GCP

### Storage

### test

## Optimize Data Platforms
On Autopilot

## FAQs

### Does Sedai optimize queries, schemas, or code?

No. Sedai doesn’t modify queries, schemas, or code. It optimizes by rightsizing compute, storage, & performance settings based on real workload behavior.

### How does Sedai reduce database compute costs?

Sedai identifies oversized compute based on real CPU & memory usage. It rightsizes resources to remove unused capacity, which directly lowers compute cost.

### What data platforms does Sedai support?

Today, Sedai supports Databricks.integrates with major cloud data platforms, including AWS EMR, GCP Dataflow, GCP BigQuery, and Databricks.

### Who owns platform optimization decisions?

You do. You choose the level of autonomy Sedai operates under: recommendations only, approval-based actions, or fully autonomous optimization.

### How does Sedai ensure performance doesn't degrade?

Sedai learns your normal performance and only applies changes when key signals like CPU, memory, & latency are stable. It keeps monitoring and can roll back if performance drops.