Best suited for
- Professionals who already know the basics and want deeper practical skills
- Learners preparing for portfolio projects, interviews and applied workplace use
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Detailed 2026 curriculumData Quality training at Averra Data
Data Quality Online Course
Practical Data quality management covering the full DQ lifecycle. Updated with AI-powered DQ tools, Data contracts and modern observability platforms.
Course overview
Based in Pune, Averra delivers this Data Quality course online to learners worldwide. Build practical, job-focused skills in Data Profiling, Quality Rules, Monitoring and Root Cause Analysis through guided lessons, labs, assessments and counseling.
Who this course is for
A good fit for students, graduates and professionals choosing a Data or AI learning path.
Prerequisites
- Basic comfort with Data, spreadsheets or programming concepts
- Willingness to complete labs and portfolio assignments
- A laptop for practice sessions and project work
What you'll learn
Core outcomes and practical skills covered across this course.
Data Profiling
Quality Rules
Monitoring
Root Cause Analysis
DQ Dashboards
What is Data Quality?
Data Quality Dimensions Deep Dive
DQ in Regulatory Contexts
Manual Data Profiling Techniques
Automated Profiling Tools
Profiling for AI/ML Datasets
Cleansing Strategies
Tools covered
- SQL
- Python
- Pandas
- dbt
Career outcomes
- Data Quality Analyst
- Data Steward
- DQ Consultant
- Governance Analyst
Course curriculum
5 focused modules with 8 hands-on lab areas and 5 updated 2025/26 topic markers.
01
Data Quality Foundations
New 2025/263 lectures covering What is Data Quality?, Data Quality Dimensions Deep Dive and DQ in Regulatory Contexts
02
Data Profiling
New 2025/263 lectures covering Manual Data Profiling Techniques, Automated Profiling Tools and Profiling for AI/ML Datasets
03
Data Cleansing
New 2025/263 lectures covering Cleansing Strategies, Standardization & Normalization and AI-Assisted Data Cleansing
04
DQ Rules & Frameworks
New 2025/263 lectures covering Writing DQ Rules, DQ Frameworks & Tooling and Data Contracts & DQ
05
KCI Dashboards & Monitoring
New 2025/264 lectures covering Designing KCI Dashboards, DQ Monitoring in Pipelines, ML-Powered DQ Monitoring and Capstone: DQ Program Design
Pune office · Online learning worldwide
Talk to Averra before choosing your course
Our physical office is in Pune, but course delivery and counseling are online. Share your background, preferred schedule and career goal to choose the right Data, Analytics, AI, Python, SQL, Governance or Cloud path from anywhere.
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Data Quality FAQs
Answers to common questions about who the course suits, tools, certification and enrollment.
Who should join the Data Quality course?
Data Quality is suitable for professionals who already know the basics and want deeper practical skills; and learners preparing for portfolio projects, interviews and applied workplace use.
What tools and topics are covered in Data Quality?
The course covers Data Profiling, Quality Rules, Monitoring, Root Cause Analysis and DQ Dashboards, with practical exposure to SQL, Python, Pandas and dbt.
Does Averra provide a certificate for Data Quality?
Yes. A certificate is included after completing the required learning activities, labs and assessments.
What career roles can this course help with?
This path can support preparation for roles such as Data Quality Analyst, Data Steward and DQ Consultant, as well as related Data or AI positions.
How can I enroll in the Data Quality course?
Use the Enroll Now or Book Counseling option to share your details. Averra Data will confirm the right batch, schedule and next steps.