• Understanding of telecom regulatory rules (PII, CPNI, DPI, GDPR, SOX)

• Data cataloging tools (Purview, Collibra, Informatica )

• Data classification & metadata management

• Data ownership, stewardship frameworks

• DAMA‑DMBoK framework knowledge

 •Adobe XDM Governance Mapping

• Adobe Real-Time CDP governance integration

• Experience with AI‑driven governance automation

• Governance workflows (ira)

• Data retention policy automation

• Strong conceptual, logical, physical modeling skills

• Dimensional modeling (Star/Snowflake)

• Normalization/denormalization strategies

• Relational modeling for RDBMS (Oracle, SQL Server, PostgreSQL)

• SQL proficiency for sourcing, profiling, validation

• Data quality profiling on ingested feeds

• Schema evolution automation for streaming data

• Knowledge of TM Forum SID / eTOM models

• Data Vault modeling

 • Understanding of telecom data flows & domains (orders, billing ,charging, usage, SIM, provisioning, network events)

• Adobe Experience Platform (AEP) XDM

schema modeling

• Cloud data storage: ADLS

• Access control management (RBAC, ACLs, Key Vault, IAM)

• Understanding of storage zone patterns (Raw, Curated, Processed)

• Lakehouse technologies (Delta Lake, Iceberg, Hudi)

• Multi-cloud governance

• Data ingestion tools (ADF, Nifi)

• ETL/ELT concepts (mapping, transformations, business rules)

• Python/SQL at intermediate level

• Batch and streaming processing basics

• Familiarity with version control (Git)

• PySpark/Scala

• dbt core modeling and testing

• Experience with Databricks jobs, pipelines

• DevOps/CI-CD (GitHub Actions, Azure DevOps)

• Basics of Kafka or Event Hubs

• Understanding real-time vs batch architectural differences

• Flink/Spark Streaming

• Data classification & policy enforcement

• PII and sensitive telecom data handling

• Encryption, masking, data access governance

• Stakeholder alignment (Business, Marketing, IT)

• Ability to translate business rules into data rules

• Data stewardship & operational governance

• Change management

• Workflow automation for governance processes