Opsera Presents Flutter 2026 · The AI-SDLC Summit

Request Invitation
Book a Demo
BrickForge, by Opsera

Native Databricks AI Application

AI creates data pipelines faster than teams can govern them.

Let the agents build. You stay accountable for what ships.

Try on Databricks Marketplace
Request a Demo

01 Observe

Health scores across every cluster, job, pipeline, and AI endpoint — before it becomes an incident.

02 Diagnose

AI root-cause: config drift, SQL risks, compliance slippage — ranked remediation before engineers are paged.

03 Fix

AI-ranked options surfaced. You review, authorize, and apply in minutes. Every action auditable.

04 Govern

DBU spend analysis and attribution. Continuous compliance posture. DR plans with executable drills.
BRICKFORGE OPERATIONAL LOOP

The operational tax your team pays every sprint.

The tooling underneath your Databricks estate never caught up with how fast agents generate the work.

01

Pipeline failures become production incidents.

02

Compliance posture changes daily. Audit prep still takes weeks.

03

Dev to Prod is manual YAML and crossed fingers.

04

DR plans exist on paper. The drills never happen.

05

DBU spend adds up with no way to see what is driving it.

Observe. Diagnose. Fix. Govern.

Four stages, eight modules, all running inside your Databricks tenant.

Try on Databricks Marketplace
Request a Demo

01
Observe

Modules

Platform Insights

Pipelines

Cost Governance

Trouble while it is still a warning.

Health scores across every cluster, job, pipeline, and AI endpoint, with DBU spend on the same screen.

Observe with BrickForge

02
Diagnose

Modules

AI Diagnostics

SQL Review

Root cause, with the evidence attached.

Config drift, risky SQL, and slipping controls, ranked so you know what to handle first.

Diagnose with BrickForge

03
Fix

Modules

Bundle Studio & Ops/Deploy

Platform Insights

Ranked options. You authorize.

Every action is version-controlled through Declarative Automation Bundles.

Fix with BrickForge

04
Govern

Modules

Compliance

DR Center

Cost Governance

Evidence when the auditor asks.

Compliance posture that stays current, DR drills that actually run, and DBU spend with an owner attached.

Govern with BrickForge

Three roles. One view of what is happening.

Try on Databricks Marketplace
Request a Demo

CDO / VP of Data

Get real-time compliance posture and full auditability across every pipeline and agent-generated artifact — without slowing down your data teams.

Data Engineer

Observe, diagnose, and fix failures in minutes with detailed, priority-based recommendations — without leaving Databricks.

Data Architect

Enforce release standards, validate every promotion from Dev to Staging to Prod, and ensure logic parity across your entire Databricks estate.

One command center. The full operational stack.

01

Observe

Fix

Platform Insights

Live estate health across clusters, jobs, pipelines, warehouses, and AI endpoints.

02

Observe

Pipelines

DLT health monitoring with AI-powered anomaly detection.

03

Fix

Bundle Studio

Convert assets to DABs, validate with 3-stage YAML checking, deploy with zero state drift.

04

Diagnose

SQL Review

Security and compliance review of SQL against HIPAA, SOC 2, PCI-DSS, and GDPR.

05

Fix

Bundle Ops & Deploy

Promote across environments with CLI integration and explicit confirmation.

06

Govern

DR Center

DR plans, drift detection, failover runbooks, and drills that verify RTO and RPO.

07

Govern

Compliance

Audit against SOC 2, HIPAA, PCI-DSS, and ISO 27001, with a verdict on every control.

08

Govern

Cost Governance

DBU consumption and spend attribution by workspace, SKU, user, and resource.

Cut security and architecture approval from months to days.

BrickForge runs inside the Databricks tenant you already have. Your InfoSec team reviews a surface they already approved.

Standard enterprise software

  • New infrastructure to evaluate
  • Data egress DPA and legal review
  • New vendor trust boundary
  • ARB approval, monthly or quarterly
  • 4 to 8 weeks security review, 2 to 4 months in regulated industries

BrickForge

  • Runs inside your Databricks tenant
  • Zero egress, no DPA to negotiate
  • Inherits your Databricks security posture and IAM
  • No new security surface for architecture to review
  • Architecture and AI review in days, not months

We govern the environment that processes your data. We never read business data.

Metadata and infrastructure patterns only. Nothing leaves your perimeter. Your Unity Catalog controls apply throughout.

See it running on a live Databricks environment.

Thirty minutes with a solutions engineer. Bring a question about compliance, DR, deployment, or DBU spend and we will show you the module that handles it.

A solutions engineer will email you within one business day to schedule.

Schedule a Demo

BrickForge, by Opsera

Databricks operations, exactly the way your team always wanted it.

Try on Databricks Marketplace
Request a Demo

Zero external infrastructure

Zero-Business-Data-Contact

Eight modules, one command center

Ask anything. We answer straight.

Are you a DataOps or ETL tool?

No. We govern the Databricks infrastructure that creates data products. What is inside your tables stays your business.

Databricks manages its own platform. BrickForge governs how you operate it: DABs promotion, compliance auditing, DR orchestration, and remediation.

Observability tells you something is wrong with your data. BrickForge tells you which Databricks component caused it, shows the fix, and lets you execute it under version control.

No. It is advisory, not certifying, and does not replace a qualified assessor. What it removes is the fire drill: evidence stays organized and posture stays current.

Every finding has to cite specific workspace data, so the model cannot invent a PASS. When the evidence is not there, BrickForge reports INSUFFICIENT_DATA.

Yes. Cost Governance shows real-time DBU consumption by SKU, user, job, pipeline, warehouse, cluster, and endpoint, and flags anomalies worth looking at.