Platform Cost & Performance Optimization

A diagnostic and remediation service for enterprises overspending on Snowflake and Databricks, converting computing credits into measurable business ROI.

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THE CHALLENGE

Controlling Runaway Compute Variance Through Deep Platform Forensics.

Enterprise cloud credits are often consumed at 2-3x the budgeted rate. Oversized environments and unmanaged workloads by distributed teams lack essential policy guardrails, leading to significant financial waste. As renewals approach, leadership demands defensible ROI. Without query-level forensics, infrastructure teams cannot justify spending. Runaway costs have become a critical organizational credibility issue.

How Saama Helps

From Credit Overruns to Platform Financial Discipline.

Cloud optimization is a continuous engineering discipline. Saama provides automated frameworks, diagnostics, and architectural guardrails to maximize margins without hindering innovation.

Solutions for the Modern Data Infrastructure Lifecycle

Pillar 1 — Compute Right-Sizing & Workload Discipline

Aligning compute power with live business demand to eliminate structural platform waste.

T-Shirt Sizing
Data-driven models to size warehouses and clusters based on real-world workload profiles.
Classification & Isolation
Segregating production, batch, and sandbox runs into cost-bounded environments.
Storage Tiering
Dynamic hot/cold storage policies aligned with data access frequency patterns.

Pillar 2 — Advanced Query Forensics & Pattern Mining

Remediating critical code bottlenecks that drive the majority of infrastructure costs.

Pattern Diagnostics
Architectural profiling of caching, disk spills, and long-running query outliers.
Fingerprinting
Mapping sub-optimal query habits hidden from standard system monitoring.
Cost Attribution
Linking spending spikes to specific teams and projects using engineering evidence.

Pillar 3 — Algorithmic Governance & Continuous Optimization

Enforcing automated policy guardrails to make financial discipline passive and structural.

Cluster Policies
System-wide enforcement of resource monitors, timeouts, and scaling caps.
FinOps Dashboards
Transparent credit tracking and spending attribution by business unit and workload.
Optimization Loops
Permanent feedback mechanisms ensuring cloud configurations remain efficient.

How Saama Powers Your MDP Success

The Strategic Benefit Analysis: Enhancing the Infrastructure Lifecycle

1

Margin Realization

Stop overspending immediately to protect margins and secure efficiency via guardrails.

2

Governance Persistence

Automated monitors prevent future environment drift and unmanaged provisioning.

3

Capital Protection

Restructure inefficient workflows to reallocate infrastructure capital toward growth.

Platform Cost & Performance Optimization

Functions (Pillars)Agents
Compute Right-Sizing & Workload DisciplineCluster Sizing Agent, Storage Tiering Optimizer
Advanced Query Forensics & Pattern MiningQuery Fingerprint Miner, Root-Cause Attribution Agent
Algorithmic Governance & Continuous OptimizationFinOps Policy Guardian, Credit Burn-Rate Predictor

Ready to turn cost variance into cost control?

Optimization is a continuous discipline. We make it operational with forensics and frameworks that protect margins without stifling innovation.