Building a Data Quality Framework That Actually Works
Moving beyond ad-hoc data testing to a comprehensive, sustainable data quality framework that prevents issues before they impact the business.
September 8, 20257 min read
Read More$3,490 — Fixed Price3-Week Delivery
Data Observability Setup
Stop finding out about data issues from your stakeholders. We set up proactive monitoring, alerting, and SLAs for your critical data pipelines.
200+
Data Pipelines Delivered
40%
Avg Cloud Cost Reduction
12+
Years in Data Engineering
3 wk
Average Delivery Time
Technologies we work with daily
AirflowdbtSparkSnowflakeBigQueryRedshiftPythonSQLTerraformDockerAWSGCP
Trusted by engineering leaders
200+
Data pipelines delivered
40%
Avg cloud cost reduction
3 wk
Average delivery time
Deliverables
What's Included
Data observability platform setup and configuration
Critical pipeline monitoring with anomaly detection
Data quality checks on key tables and metrics
Alerting configuration (Slack, Teams, PagerDuty, or email)
SLA definitions for critical data assets
Incident response runbooks for common failure patterns
Data freshness and volume monitoring
30-minute follow-up consultation call
Process
How It Works
A structured, repeatable process refined over 200+ engagements. No guesswork — just disciplined execution.
1
Pipeline Mapping
We identify your critical data pipelines, define SLAs with your team, and select the right observability tools for your stack.
2
Setup & Configuration
Our engineers deploy monitoring, configure quality checks, set up alerting channels, and create dashboards for pipeline health visibility.
3
Runbooks & Handoff
You receive incident response runbooks, SLA documentation, and a walkthrough of your new observability platform.
Why TBDC
Data-First Engineering, Not Generic Consulting
We don't do everything — we do data infrastructure exceptionally well. Every project is scoped, executed, and delivered with engineering rigor.
Fixed Price, No Surprises
Every engagement has a clear scope, fixed price, and defined timeline. You know exactly what you'll get and when — no scope creep, no hidden costs.
Full Documentation & Handoff
We deliver production-ready code with architecture docs, runbooks, and a structured handoff session. Your team owns everything from day one.
Data Experts, Not Generalists
We specialize in data infrastructure — pipelines, warehouses, governance, and analytics. Every engineer on our team has deep data engineering experience.
Iterative & Transparent Process
Weekly updates, async standups, and a shared board. You always know where things stand. We treat every project like a sprint — structured, measured, and accountable.
Built For
Who It's For
Essential for data teams that discover pipeline failures from angry stakeholders instead of from their monitoring systems.
Teams with 20+ pipelines and no formal monitoring
Organizations experiencing frequent silent data failures
Data teams needing SLA visibility for business stakeholders
Companies preparing for SOC 2 or compliance audits
Proven Results
40%
Average cloud infrastructure cost reduction across our optimization projects
3x
Faster time-to-insight after pipeline restructuring and data stack modernization
99.9%
Pipeline uptime achieved with proper observability, alerting, and data quality checks
Investment
$3,490Fixed Price
3-Week Delivery
- Observability platform setup
- Critical pipeline monitoring
- Alerting & SLA configuration
- Incident response runbooks
- 30-min follow-up call
Fixed scopeOn-time deliveryFull docs
Request Your Observability Setup
We'll get back to you within 24 hours.
From Our Blog
View All PostsLatest Insights
FAQ