3 Data Architecture

CTO Handbook · 3:59

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Lyrics

[Verse 1]
When your data needs a home, choose your structure well
Relational tables with PostgreSQL
Rows and columns lined up neat, foreign keys connect
MySQL serves the web, with schemas architect
Normalize to save the space, denormalize for speed
Balance what your system wants with what your users need

[Chorus]
Data flows like rivers through your architecture
Pick the right database for each adventure
Relational, NoSQL, time-series streams
Search and pipelines fulfill your dreams
Document, key-value, graph connections too
Data architecture guides you through

[Verse 2]
When relations don't fit right, NoSQL comes to play
MongoDB stores documents in a flexible way
Redis keeps key-values fast, DynamoDB scales
Cassandra columns spread wide when SQL fails
Neo4j connects the dots with graph relationships
Choose your database type based on how data ships

[Chorus]
Data flows like rivers through your architecture
Pick the right database for each adventure
Relational, NoSQL, time-series streams
Search and pipelines fulfill your dreams
Document, key-value, graph connections too
Data architecture guides you through

[Verse 3]
Time-series data points march like soldiers in a line
InfluxDB tracks metrics, TimescaleDB keeps time
Elasticsearch finds the needle in your data hay
OpenSearch and Solr help users search all day
ETL extracts transforms loads in batches clean
Kafka Streams and Flink keep real-time flowing

[Bridge]
Star schemas in the warehouse, Snowflake stores it all
BigQuery answers questions, Redshift stands tall
Data lineage traces paths, governance keeps it clean
Master data management makes quality supreme

[Verse 4]
When you need to migrate, plan your strategy right
Blue-green deployments switch databases overnight
Shadow writes test dual paths, dual reads verify
Zero downtime migrations as old systems say goodbye

[Outro]
From PostgreSQL to graph databases
Every choice has its advantages
Build your data architecture strong
Let this knowledge guide you along

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