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Trusted by engineers at4,200+ engineers certified in 2024
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Become theengineer whoowns thepipeline.

The only DataOps certification built from real orchestration failures. Break CI/CD pipelines in sandboxed environments, debug them under pressure, and earn the credential hiring managers ctrl+F for.

4,200+

Engineers Certified

94%

First-Attempt Pass Rate

3

Certification Tiers

Explore Curriculum
pipeline-sandbox — lab_session_847LIVE
$ pipeline run --env staging --dag etl_core
Connecting to Airflow scheduler...
DAG etl_core triggered at 02:17:43 UTC
CRITICAL: Task transform_revenue FAILED after 3 retries
Upstream dependency: raw_events partition missing
Initiating rollback sequence...
$ pipeline debug --task transform_revenue --trace
Root cause: schema drift in source table events_v2
$
Airflow 2.8 · dbt 1.7 · Spark 3.5sandbox:ready
🏆

Architect Certified

Recognized by 340+ employers

scroll to explore

01 / Curriculum

Three tiers.
One clear path.

Each tier builds on the last. Start where your skills are, not where a course catalog tells you to.

Spec
🟢Practitioner
DOP-100 · $299
🏅ProfessionalMost Popular
DOP-200 · $499
🏆Architect
DOP-300 · $799
Lab Hours40 hrs80 hrs120 hrs
Tool CoverageAirflow, dbt, GitAirflow, dbt, Spark, DatabricksFull stack + Terraform + Kafka
Exam Format60 MCQ + 2 labs80 MCQ + 4 labs + debug sim100 MCQ + 6 labs + capstone
Pass Rate91%94%88%
Ideal ForData Engineers (0–2 yrs)Mid-Senior Data EngineersPlatform / Principal Engineers
Module Preview:
  • [01]Advanced orchestration: sensors, hooks, XComs
  • [02]Databricks job clusters & Unity Catalog
  • [03]Spark performance tuning & partitioning
  • [04]Schema evolution & data contract patterns
  • [05]Observability: OpenLineage, Monte Carlo
  • [06]Incident simulation: debug 6 real failures

02 / Labs

Real failures.
Sandbox safe.

Every lab is reconstructed from an actual production incident. No contrived examples. Just the kind of failure that ends careers — safely replicated.

12+

Sandbox Environments

34

Tool Versions Available

4.2h

Avg Lab Session

1,847

Labs Completed Today

ProfessionalSandbox Ready

Schema Drift Under Load

L-002

// Incident Brief

A source team changed 3 column types without notice. Your transformation layer is failing silently, writing nulls. 2.4M rows of corrupted data. Roll back, patch, and harden.

Tools Used

DatabricksdbtDelta Lake

Skills Developed

  • Schema contracts
  • Delta time travel
  • Data quality gates
All 3 labs included in your tier

03 / Certification

The credential
they ctrl+F for.

🟢
DOP-100

DataOps Practitioner

Vendor-neutral · Globally recognized

91%

Pass Rate

6 weeks

Study Time

3 hours

Exam Length

210+

Employers

Employer Recognition210+
🏅
DOP-200

DataOps Professional

Vendor-neutral · Globally recognized

94%

Pass Rate

10 weeks

Study Time

4 hours

Exam Length

340+

Employers

Employer Recognition340+
🏆
DOP-300

DataOps Architect

Vendor-neutral · Globally recognized

88%

Pass Rate

16 weeks

Study Time

5 hours

Exam Length

180+

Employers

Employer Recognition180+
📋Free Download

Exam Blueprint

The exact domain breakdown, sample question formats, and passing score thresholds for all three tiers. No fluff — just what you need to prepare.

  • Exam domain weights & topic distribution
  • Sample question formats (MCQ + lab sim)
  • Recommended study resources per domain
  • Passing score thresholds for each tier
  • Retake policy and cooling-off periods

Enter your work email to download

No spam. Unsubscribe anytime.

04 / Teams

Upskill your squad
before the migration.

Platform engineering leads use Pipeline to prep entire squads for Databricks migrations in 8–12 weeks. No disruption to sprint cadence.

Solo

1 seat

From $299

per certification

  • All sandbox lab environments
  • Exam attempt included
  • Digital credential + badge
  • Slack study community
  • 6-month access window

Squad

Popular

2–10 seats

From $249

per seat / certification

  • Everything in Solo
  • Team progress dashboard
  • Manager reporting portal
  • Cohort scheduling support
  • 12-month access window

Organization

11–50 seats

From $199

per seat / certification

  • Everything in Squad
  • Custom learning paths
  • Dedicated success manager
  • SSO + LMS integration
  • Volume discount pricing

Enterprise

50+ seats

Custom

contact for pricing

  • Everything in Organization
  • Private sandbox instances
  • Branded certification portal
  • Custom exam domains
  • SLA-backed support

Data teams at these companies are Pipeline-certified

SnowflakeDatabricksStripeFigmaNotionLinear

05 / Outcomes

Numbers that
close the gap.

+$18k

Avg Salary Increase Post-Cert

Median across 2024 cohort

73%

Hired Within 90 Days

Of job-seeking certified engineers

94%

First-Attempt Pass Rate

Professional tier, 2024

340+

Employer Recognition

Companies hiring Pipeline-certified

"The partition failure lab was the exact scenario I hit 3 months later at Stripe. I fixed it in 40 minutes. My manager thought I was a wizard."

Priya Chandrasekaran

Priya Chandrasekaran

Senior Data Engineer · Stripe

DOP-200

"Bought 12 seats for our squad before the Databricks migration. We went live 3 weeks ahead of schedule with zero P1 incidents. The ROI was embarrassingly obvious."

Marcus Webb

Marcus Webb

Platform Engineering Lead · Figma

DOP-200 Team

"I had three interviews where the hiring manager literally ctrl+F'd 'DataOps' on my resume and stopped there. Pipeline is the cert that opens the conversation."

Tomás Herrera

Tomás Herrera

Analytics Engineer · dbt Labs

DOP-100

Ready to own the pipeline?

The next failure is a lab.
Not a 2 AM incident.

Download Exam Blueprint