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Detailed 2026 curriculumData Quality training at Averra Data

Online Data Quality Course in Pune, Mumbai

Practical data quality management covering the full DQ lifecycle. Updated with AI-powered DQ tools, data contracts, and modern observability platforms.

Course overview

This Data Quality course is designed for learners across India who want practical, job-focused training in Data Profiling, DQ Dimensions, DQ Rules, KCI Dashboards. Averra combines live guidance, structured lessons, labs, assessments, and counseling so you can move from fundamentals to portfolio-ready skills.

Who this course is for

Clear fitment for students, graduates, and professionals choosing a Data or AI learning path.

Best suited for

  • Professionals who already know the basics and want deeper practical skills
  • Learners preparing for portfolio projects, interviews, and applied workplace use

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
DQ Dimensions
DQ Rules
KCI Dashboards
Monitoring
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
  • Airflow
  • 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 2025/26

3 lectures covering What is Data Quality?, Data Quality Dimensions Deep Dive, DQ in Regulatory Contexts

02

Data Profiling

New 2025/26

3 lectures covering Manual Data Profiling Techniques, Automated Profiling Tools, Profiling for AI/ML Datasets

03

Data Cleansing

New 2025/26

3 lectures covering Cleansing Strategies, Standardisation & Normalisation, AI-Assisted Data Cleansing

04

DQ Rules & Frameworks

New 2025/26

3 lectures covering Writing DQ Rules, DQ Frameworks & Tooling, Data Contracts & DQ

05

KCI Dashboards & Monitoring

New 2025/26

4 lectures covering Designing KCI Dashboards, DQ Monitoring in Pipelines, ML-Powered DQ Monitoring

Averra Data, Pirangut

Talk to Averra before choosing your course

Averra Data provides course counseling and online training support for learners across India. Share your background, preferred schedule, and career goal, and our team will help you choose the right Data, Analytics, AI, Python, SQL, Governance, or Cloud path.

Book Counseling

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Data Quality FAQs

Answers to common questions about fitment, 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, learners preparing for portfolio projects, interviews, and applied workplace use.

What tools and topics are covered in Data Quality?

The course covers Data Profiling, DQ Dimensions, DQ Rules, KCI Dashboards, Monitoring with practical exposure to SQL, Python, Pandas, Airflow.

Does Averra provide a certificate for Data Quality?

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, DQ Consultant and 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. The Averra team will confirm the right batch, schedule, and next steps.