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Data Developer & Engineer

Data Quality Framework

korawica/ddedocs

Data Developer & Engineer

korawica/ddedocs

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    Inmon
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    Abstract
    
    Kimball
    Kimball
    
    Abstract
    
    Implement
    
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    Data Vault
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    One Big Table
    
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    Data Quality Framework Data Quality Framework
    Table of contents
    
    References
    
    Modern Team
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    Declarative
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    Data Observability
    
    Data Orchestration
    
    Data Quality Metric
    
    Data Quality Pyramid
    
    Data Lineage
    
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    Viable Monitoring System
  - Data Strategy
    
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    Semantic Layer
    
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    Sensitive Data
- Advance
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Services
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    Setup
    
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    Event Hubs
    
    Data Factory
    
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    Share IR
    
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    Auth
    
    External Data Source
    
    Partition View
    
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    Low-Level Security
    
    Date & Timezone
    
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    For Loop
    
    Multi Repo
    
    Self Hosted
    
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    Rules
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    to S3
    
    to Kinesis
    
    to Timestream Grafana
    
    S3
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    Filter Content
    
    Trigger Lambda
    
    Transform Lambda
    
    EC2
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    Domain with Route53
    
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    With Fargate
    
    Lambda
    
    Lambda
    
    With Docker
    
    CICD
    
    Step Functions
    Step Functions
    
    Getting Started
    
    State Machine Language
    
    Combine Parallel Results
    
    Glue
    
    Glue
    
    Data Quality
    
    With Iceberg
    
    Local Env
    
    Athena
    Athena
    
    With DeltaLake
    
    EMR
    EMR
    
    Compare Databricks
    
    Kinesis
    Kinesis
    
    Data Streams
    
    Data Firehose
    
    Secret
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    Across Account
  - Google
    
    Google
    
    OAuth
    
    Cloud Functions
    Cloud Functions
    
    To Managing Secrets
    
    BigQuery
    BigQuery
    
    Getting Started
- Data Processing
  Data Processing
  - Databricks
    
    Databricks
    
    Dynamically Workflow
    
    With FastAPI to Serverless
    
    Custom Python Docker
    
    AWS Orchestration
    
    Deploy with AWS
    
    Custom Policy
    
    Row & Column Level Filter
    
    Data Quality
    
    Workspace
    Workspace
    
    Migration Workspace
    
    Functional Workspace Organization
  - Snowflake
    
    Snowflake
    
    Data Wash
- IaC & Infra
  IaC & Infra
  - Ansible
    
    Ansible
  - Terraform
    
    Terraform
    
    Manage Secret
    
    Providers
    Providers
    
    Databricks
    
    Azure Databricks
    
    AWS Glue
  - Pulumi
    
    Pulumi
  - OpenTofu
    
    OpenTofu
  - Infisical
    
    Infisical
- Server & Container
  Server & Container
  - Server
    
    Server
    
    SSH
    
    SSL/TSL
    
    SFTP
  - Docker
    
    Docker
    
    Dockerfile
    
    Commands
    Commands
    
    Management
    
    Composes
    Composes
    
    Postgres
  - Kubernetes
    
    Kubernetes
    
    Pod Scheduling
    
    Networking
    
    RBAC
    
    State Phase
Tools
Tools
- Common
  Common
  - Git
    
    Git
    
    Scenarios
    
    Branching Strategies
    
    Commit Release
    
    Hooks
- Orchestration
  Orchestration
  - Airflow
    
    Airflow
    
    Sensor
    
    Repeatable DAGs
    
    Cost Optimize
    
    Pool
    
    Unittest
    
    Implements
    Implements
    
    CICD
    
    On K8s
    
    Connections
    Connections
    
    To Kafka
    
    To DBT
    
    To Minio
  - Dagster
    
    Dagster
    
    Dynamic Partition
    
    Connections
    Connections
    
    To DLT
  - Bacalhau
    
    Bacalhau
- Ingestion
  Ingestion
  - Airbyte
    
    Airbyte
    
    With Terraform
  - DltHub
    
    DltHub
- Extract & Transform & Load
  Extract & Transform & Load
  - Pandas
    
    Pandas
    
    SQL Conversion
  - Polars
    
    Polars
    
    Data Pipeline
    
    DeltaLake SCD2
    
    Connections
    Connections
    
    To Synapse
    
    To DeltaLake
  - DBT
    
    DBT
    
    Kimbal Modeling
    
    LakeHouse
    
    DBT Loom
    
    DBT Mesh
    
    Connections
    Connections
    
    To Synapse
    
    To Trino
    
    To Athena
  - Spark
    
    Spark
    
    IO
    
    UDFs
    
    RDD
    RDD
    
    Foreach & Foreach Partition
    
    Map & Map Partition
    
    Optimizations
    
    Optimizations
    
    Bucketing
    
    Joining
    
    Repartitioning
    
    Nested Data Types
    
    Serialization
    
    Data Skew
    
    Data Spill
    
    Shuffling
    
    Storage
    
    Pyspark
    Pyspark
    
    Select & SelectExpr
    
    Data Wrangling Functions
    
    SCD2
    
    RegExp
    
    Media Files
    
    Unittest
    
    Avoid These at Any Cost
    
    Structured Stream
    
    Structured Stream
    
    Aggregate
    
    Read Files
    
    Multi Query
    
    ForEach Batch
    
    Deploy
    Deploy
    
    On Local
    
    On Docker
    
    On Kubernetes
    
    On Local with DataProc Serverless
    
    Updated
    Updated
    
    Spark 3.4
    Spark 3.4
    
    Parameterised SQL
  - DuckDB
    
    DuckDB
    
    Database
    
    Connections
    Connections
    
    To DeltaLake
- Streaming
  Streaming
  - Kafka
    
    Kafka
    
    With Zookeeper
    
    Use-Cases
    Use-Cases
    
    Agoda
  - Flink
    
    Flink
- Open Table
  Open Table
  - DeltaLake
    
    DeltaLake
    
    Deletion Vector
    
    Liquid Clustering
    
    Partition Z-Order Cluster
    
    Universal Format
    
    Merge
    
    Pyspark API
    Pyspark API
    
    Auto Schema Evolution
    
    Image Files
    
    SCD2
    
    Star Schema
    
    Keeping Fast & Clean
    
    Best Practice
    
    Handling Concurrent Write
    
    Stream Data
  - Iceberg
    
    Iceberg
    
    Reduce Full Scan
    
    Small Files
    
    Concurrent Write
    
    With Pyspark
  - Hudi
    
    Hudi
- Storage
  Storage
  - Hadoop
    
    Hadoop
    
    On Mac
  - MinIO
    
    MinIO
- Quality
  Quality
  - Great Expectations
    
    Great Expectations
    
    With Databricks
    
    With Spark
- CICD & Monitoring
  CICD & Monitoring
  - Jenkins
    
    Jenkins
  - Jira
    
    Jira
  - Vault
    
    Vault
- ML & BI
  ML & BI
  - MLflow
    
    MLflow
  - Pinot
    
    Pinot
  - Trino
    
    Trino
- Programing Languages
  Programing Languages
  - Shell
    
    Shell
    
    App
  - PowerShell
    
    PowerShell
    
    Batch File
    
    RestAPI
  - SQL
    
    SQL
    
    Optimizing SQL Queries
  - Python
    
    Python
    
    Wheel
    
    Sync Multi-processes
    
    Data Structure for DE
    
    Threading
    
    Libraries
    Libraries
    
    Pytest
    
    Pre-Commit
    
    Joblib
    
    Pydantic
    
    SQLAlchemy
    
    Functional Programing
    Functional Programing
    
    Monad
    
    Toolz
    
    Rust
    Rust
    
    With Rust
    
    Migration
    
    Versions
    Versions
    
    Python 3.12
  - GO
    
    GO
    
    Command
    
    Unittest
    
    Connect Database
    
    Tools
    Tools
    
    Connect Kafka
    
    Connect Redis
    
    Hexagonal Architect
  - Scala
    
    Scala
    
    Command
    
    Advance Feature
    
    Collection
    
    OOP Concept
  - Rust
    
    Rust
    
    Learning
    
    From Python
    
    CLI Application
Blogs
Blogs
- Datetime

How to implement a data governance process effectively

References

https://www.thoughtspot.com/data-trends/data-governance/how-to-implement-data-governance