[Verse 1]
Data flows like a river through your company's door
Raw information scattered, but you need so much more
Four layers working together, like a well-oiled machine
Building insights from the chaos, making sense of what you've seen
[Chorus]
Ingest it, transform it, warehouse and analyze
I-T-W-A, that's how data flies
From messy to clean, from raw to refined
Four pillars of the stack keep your business aligned
[Verse 2]
First comes ingestion, gathering data from every source
APIs and databases, sensors with tremendous force
Batch jobs and streaming, pulling information in
Like opening all the floodgates, let the data flow begin
[Chorus]
Ingest it, transform it, warehouse and analyze
I-T-W-A, that's how data flies
From messy to clean, from raw to refined
Four pillars of the stack keep your business aligned
[Verse 3]
Transformation takes the raw stuff and cleans it up nice
Filtering out the errors, making quality precise
ETL pipelines working, extract transform and load
Taking jumbled information, building knowledge that's bestowed
[Chorus]
Ingest it, transform it, warehouse and analyze
I-T-W-A, that's how data flies
From messy to clean, from raw to refined
Four pillars of the stack keep your business aligned
[Verse 4]
Data warehouse storage keeps everything organized
Structured and indexed, ready to be analyzed
Snowflake, BigQuery, or Redshift by your side
Storing petabytes of wisdom where your insights can reside
[Bridge]
Business intelligence sits on top
Dashboards and reports that never stop
Tableau, Power BI, making charts that shine
Turning data into gold, one visualization at a time
[Final Chorus]
Ingest it, transform it, warehouse and analyze
I-T-W-A, now you're data-wise
From messy to clean, from raw to refined
Four pillars of the stack, success you will find
[Outro]
The modern data stack, working day and night
Turning information into insight