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BrickForge, by Opsera

Native Databricks AI Application

AI creates data pipelines faster than teams can govern them.

A new category of ops governance at AI pace

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

Continuous SOC 2, HIPAA, PCI-DSS posture with AI-generated DR plans and executable RTO/RPO drills.
BRICKFORGE OPERATIONAL LOOP

BrickForge gives your Databricks estate a continuous operational command center — live health monitoring, AI-assisted diagnostics, compliance posture, and disaster recovery, without adding infrastructure.

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Observe with BrickForge

Built for your team

Three roles. One operational truth.

BrickForge, by Opsera

CDO / VP of Data

Governance at agent pace, without slowing the team down

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

Data Engineer

Stop babysitting pipelines. Start governing them.

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

Data Architect

Release standards enforced. Logic parity guaranteed.

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

Five Challenges

The operational tax your team pays every sprint.

Every day your Databricks team manages deployments, pipelines, compliance, and incidents. The operational layer hasn’t kept up with agent pace.

01

Pipeline failures become production incidents

02

Compliance posture changes daily. Audit prep takes weeks.

03

Dev-to-Prod is manual YAML and crossed fingers

04

DR plans exist on paper. Drills don’t.

05

40%+ of engineering time goes to maintenance

Based on Databricks community and industry analyst research; figures vary by org size and pipeline maturity.

The BrickForge Operational Loop

Observe. Diagnose. Fix. Govern.

Each stage is backed by purpose-built modules running natively inside your Databricks tenant.

01
Observe

Modules

Platform Insights

Pipelines

Live health visibility across your entire estate

Observe with BrickForge

In Practice

Your CDO opens BrickForge at 9am. Three workspaces are healthy. One shows elevated job failure rates and a compliance drift signal. She forwards it to the on-call engineer before standup starts.

02
Diagnose

Modules

AI Diagnostics

SQL Review

AI-assisted root cause analysis and on-demand SQL security review

Diagnose with BrickForge

In Practice

A DLT pipeline errors at 2am. BrickForge traces it to a configuration drift from the previous bundle deployment, surfaces the exact YAML delta, and generates a repair recommendation — before the engineer is paged. SQL Review flags a HIPAA-relevant query pattern in the same workspace for follow-up.

03
Fix

Modules

Bundle Studio & Ops/Deploy

Platform Insights

Human-authorized remediation in minutes

Fix with BrickForge

In Practice

The engineer asks the BrickForge AI for details on a recommendation. The chat window shows multiple remediation options, impact assessment and takeaways. The engineer evaluates, authorizes and applies the fix — incident closed in minutes, not hours or days. Every action version-controlled and auditable via Declarative Automation Bundles (DABs).

04
Govern

Modules

Compliance

DR Center

Continuous compliance posture at AI data agent pace

Govern with BrickForge

In Practice

Your compliance team runs BrickForge’s detailed evidence report for multiple regulations, and obtains analyses and recommendations for three controls needing attention. All in minutes. No consultants. Weeks ahead. Executable RTO/RPO drills confirm disaster recovery plans actually work.

Zero-Business-Data-Contact

We govern the environment that processes your business data.

But we don’t access or traverse it.

Your business row-level data stays governed — not indexed, not traversed. BrickForge evaluates only metadata and infrastructure patterns.

  • Metadata and infrastructure patterns only — not row-level data
  • Runs inside your Databricks tenant. Nothing leaves your perimeter.
  • No data egress DPA required for business table content
  • Your Unity Catalog governance controls apply throughout
  • Every action version-controlled and persisted
  • Shrinks security and architecture review scope dramatically

Enterprise Deployment

Cut enterprise security & architecture approval cycles from months to days.

Your CDO gets weeks back — because BrickForge runs inside your existing Databricks tenant, not a new cloud vendor requiring full evaluation. Your InfoSec team reviews a known, already-governed surface. Your architecture team skips the new-vendor ARB queue entirely.

Standard Enterprise Software

  • New infrastructure to evaluate and approve
  • Data egress DPA required — legal review cycle
  • New vendor trust boundary to establish
  • ARB approval — meets monthly or quarterly
  • 4–8 weeks security review; 2–4 months in regulated industries

Native Databricks AI Application

  • No new infrastructure — runs inside your existing Databricks tenant
  • Zero data egress — no DPA for business data to negotiate
  • Inherits your existing Databricks security posture and IAM controls
  • Dramatically shorter approval cycle for InfoSec and architecture teams

Seven Modules

One command center. The full operational stack.

Seven purpose-built modules — deployed as a single native AI application inside your existing Databricks tenant.

BrickForge, by Opsera

01

Observe

Fix

Platform Insights

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

02

Observe

Pipelines

DLT pipeline health monitoring and operational controls with AI-powered anomaly detection.

03

Diagnose

Bundle Studio

Discover assets, convert to Declarative Automation Bundles (DABs), validate with 3-stage YAML checking, deploy with zero state-drift.

04

Diagnose

SQL Review

On-demand deterministic and AI-assisted security and compliance review of SQL scripts across HIPAA, SOC 2, PCI-DSS, and GDPR.

05

Fix

Bundle Ops & Deploy

Validate and deploy DABs bundles across environments with CLI integration and explicit confirmation.

06

Govern

DR Center

AI-generated DR plans, drift detection, failover runbooks, and drills to verify RTO/RPO.

07

Govern

Compliance

Audit against SOC 2, HIPAA, PCI-DSS, and ISO 27001 with per-control verdicts and remediation steps.

BrickForge, by Opsera

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

Try on Databricks Marketplace

Zero external infrastructure

Zero-Business-Data-Contact

Eight modules, one command center

Frequently Asked questions

Ask anything. We answer straight.

Are you a DataOps or ETL tool?

No. We don’t append rows to a table or transform data. BrickForge governs the Databricks infrastructure that creates data products — configuration, deployment, compliance, and recovery — without touching what’s inside your tables.

Databricks manages its own platform. BrickForge is the native, purpose-built layer that governs how you operate it: Declarative Automation Bundles (DABs) promotion, compliance auditing, DR orchestration, and remediation. We complement Databricks; we don’t replace it.

When AI agents are generating pipelines faster than humans can review them, manual ops processes don’t scale. BrickForge automates deployments, surfaces health scores instantly, and drives AI-assisted fixes — so engineers focus on logic, not YAML troubleshooting.

Data observability tools tell you something is wrong with your business data processing. BrickForge tells you which Databricks component needs attention, shows you the fix, and lets you execute it — version-controlled and auditable. Observability and operations are different disciplines.

No, it’s advisory, not certifying. BrickForge gives you a comprehensive assessment, but it’s not a substitute for a formal audit by a qualified assessor (e.g., a SOC 2 Type II auditor). What it does is eliminate the fire drill: evidence is always organized, posture is always current, and remediations are tracked.

BrickForge significantly reduces approvals and adoption time. Unlike standard enterprise software cycles that typically require 4–8 weeks in security review plus an ARB cycle of up to 2–4 months, BrickForge runs inside your existing Databricks tenant. This means it deploys under your existing security controls — no new infrastructure to vet, no data egress DPA, no new vendor boundary to establish.

BrickForge is evidence-grounded. Its models are instructed to cite specific workspace data for every finding, so it can’t “hallucinate” a PASS. If the evidence isn’t there, it reports INSUFFICIENT_DATA. Results are also persisted so you can track trends and catch regressions over time.