Muhamad Revanza Rafif Hamdani

Oct 27

From `python -m venv` to First Product: Auditing the Onboarding Moment in a No-Framework Toolchain**

#sideprojects #ai #automation #marketing

4 min read

Muhamad Revanza Rafif Hamdani

Oct 27

My requirements.txt Has Two Lines. Here's Why That Sold 39 Products to Strangers."**

#sideprojects #ai #automation #marketing

4 min read

Muhamad Revanza Rafif Hamdani

Oct 27

`pip install pillow reportlab` And Nothing Else: What a 2 GB Server Taught Me About Dependency Bloat"**

#sideprojects #ai #automation #marketing

4 min read

Muhamad Revanza Rafif Hamdani

Oct 27

If Your Script Needs 20 Packages to Write a CSV Header, Buyers Can Smell It"**

#sideprojects #ai #automation #marketing

4 min read

Muhamad Revanza Rafif Hamdani

Oct 27

Four Scripts, 39 Products: How I Turned One Prompt Engine Into an Assembly Line**

#sideprojects #ai #automation #marketing

4 min read

Muhamad Revanza Rafif Hamdani

Oct 27

Adobe, Vecteezy, Dreamstime: Building Exact Upload CSVs From a Folder With Bare Python**

#sideprojects #ai #automation #marketing

4 min read

Muhamad Revanza Rafif Hamdani

Oct 26

Bloated requirements.txt Loses Buyers: Ship Four Scripts, Two Packages Instead

#sideprojects #ai #automation #marketing

4 min read

Muhamad Revanza Rafif Hamdani

Oct 26

One Prompt Engine, 39 Products: The Scripts That Package Stock, Stickers, Templates

#sideprojects #ai #automation #marketing

4 min read

Muhamad Revanza Rafif Hamdani

Oct 26

Repurpose One Asset Across Adobe, Vecteezy, Dreamstime With Two Stdlib Scripts

#sideprojects #ai #automation #marketing

4 min read

Muhamad Revanza Rafif Hamdani

Oct 26

From One Folder to Three CSVs and a Zip: Four Python Scripts That Finish Assets

#sideprojects #ai #automation #marketing

4 min read

Muhamad Revanza Rafif Hamdani

Oct 26

Why Venv Is Your First Customer Touchpoint (And Why It Almost Always Fails)**

#sideprojects #ai #automation #marketing

4 min read

Muhamad Revanza Rafif Hamdani

Oct 26

Two Packages, One Venv, Zero Excuses: Designing a Frictionless First Run**

#sideprojects #ai #automation #marketing

4 min read

Muhamad Revanza Rafif Hamdani

Oct 25

Why Clean Reportlab PDFs Turn Free Docs Into Premium Add-On Products

#sideprojects #ai #automation #marketing

4 min read

Muhamad Revanza Rafif Hamdani

Oct 25

The 1280 720 Lesson: Why a Zip Isn't Shippable Until It Has a Cover"**

#sideprojects #ai #automation #marketing

4 min read

Muhamad Revanza Rafif Hamdani

Oct 25

Why pack_product.py Renders Both a 1280Ã 720 Cover and a 600Ã 600 Thumbnail

#sideprojects #ai #automation #marketing

4 min read

Muhamad Revanza Rafif Hamdani

Oct 25

Ã 720 or 600Ã 600: What Each Size Does in pack_product.py and Why

#sideprojects #ai #automation #marketing

4 min read

Muhamad Revanza Rafif Hamdani

Oct 25

One Pillow Script, Two Sizes: Cover Decisions Behind 39 Packaged Products

#sideprojects #ai #automation #marketing

4 min read

Muhamad Revanza Rafif Hamdani

Oct 25

Two Dependencies Total: Pillow And Reportlab Are All Your Product Needs

#sideprojects #ai #automation #marketing

4 min read

Muhamad Revanza Rafif Hamdani

Oct 24

The 1280 720 Lesson: Why a Zip Isn't Shippable Until It Has a Cover"**

#sideprojects #ai #automation #marketing

4 min read

Muhamad Revanza Rafif Hamdani

Oct 24

Two Lines in Requirements.txt: Pillow, Reportlab, and Nothing Else

#sideprojects #ai #automation #marketing

4 min read

Muhamad Revanza Rafif Hamdani

Oct 24

Requirements.txt as Discipline: Stdlib-Only Scripts Need No Install

#sideprojects #ai #automation #marketing

4 min read

Muhamad Revanza Rafif Hamdani

Oct 24

Two Packages, One 2 GB Server: Requirements.txt as Product Discipline

#sideprojects #ai #automation #marketing

4 min read

Muhamad Revanza Rafif Hamdani

Oct 24

Running a 39-Product Asset Pipeline on a 2 GB Single-Core VPS

#sideprojects #ai #automation #marketing

4 min read

Muhamad Revanza Rafif Hamdani

Oct 24

No GPU, No Cloud: Four Python Scripts That Package Stock Assets for Three Platforms

#sideprojects #ai #automation #marketing

4 min read

Muhamad Revanza Rafif Hamdani

Oct 24

Two Packages, One Server: Metadata CSVs, Covers and PDFs for 39 Products

#sideprojects #ai #automation #marketing

3 min read

Muhamad Revanza Rafif Hamdani

Oct 24

The Stdlib Ledger That Stops a Re-Run From Double-Posting Uploads

#sideprojects #ai #automation #marketing

4 min read

Muhamad Revanza Rafif Hamdani

Oct 23

Building Upload Tracker Ledger With Python Stdlib Before Your First Upload

#sideprojects #ai #automation #marketing

1 min read

Muhamad Revanza Rafif Hamdani

Oct 23

Stop Double-Posting Stock Assets With CSV Ledger That Remembers Every Upload

#sideprojects #ai #automation #marketing

1 min read

Muhamad Revanza Rafif Hamdani

Oct 23

Re-Running Your Upload Batch Can Flag Your Account: Ledger Prevents It

#sideprojects #ai #automation #marketing

1 min read

Muhamad Revanza Rafif Hamdani

Oct 23

The 1280 720 Lesson: Why a Zip Isn't Shippable Until It Has a Cover"**

#sideprojects #ai #automation #marketing

4 min read

Muhamad Revanza Rafif Hamdani

Oct 23

My requirements.txt Has Exactly Two Lines: Pillow and reportlab — Here's What That Bought Me"**

#sideprojects #ai #automation #marketing

3 min read

Muhamad Revanza Rafif Hamdani

Oct 23

39 Products Packaged on a Single-Core 2 GB Server: Zero Dependencies for Half the Scripts"**

#sideprojects #ai #automation #marketing

4 min read

Muhamad Revanza Rafif Hamdani

Oct 23

Bloated requirements.txt Is a Red Flag: Why 'Just Two Packages' Tells Buyers You Actually Run This Code"**

#sideprojects #ai #automation #marketing

4 min read

Muhamad Revanza Rafif Hamdani

Oct 23

How shipping the exact scripts that packaged 39 products — not a tutorial — turns install friction into a sales pitch.

#sideprojects #ai #automation #marketing

4 min read

Muhamad Revanza Rafif Hamdani

Oct 23

Two Packages, Four Scripts, One 2 GB Server: Building an Upload Pipeline That Never Double-Posts**

#sideprojects #ai #automation #marketing

4 min read

Muhamad Revanza Rafif Hamdani

Oct 22

Zipping Product Archives For Backup When Your Asset Library Outgrows Your Disk

#sideprojects #ai #automation #marketing

4 min read

Muhamad Revanza Rafif Hamdani

Oct 22

Error Handling Lessons From Batching 39 Asset Products On A 2 GB Server

#sideprojects #ai #automation #marketing

4 min read

Muhamad Revanza Rafif Hamdani

Oct 22

How My Metadata Script Skips Bad Files Instead Of Crashing A 300-File Run

#sideprojects #ai #automation #marketing

4 min read

Muhamad Revanza Rafif Hamdani

Oct 22

Building A Retry-And-Log Pattern For Python Scripts That Process Hundreds Of Assets

#sideprojects #ai #automation #marketing

4 min read

Muhamad Revanza Rafif Hamdani

Oct 22

Running A 39-Product Asset Pipeline On A 2 GB VPS With No GPU

#sideprojects #ai #automation #marketing

4 min read

Muhamad Revanza Rafif Hamdani

Oct 22

Four Python Scripts That Package Stock Assets Without A Cloud Account

#sideprojects #ai #automation #marketing

4 min read

Muhamad Revanza Rafif Hamdani

Oct 21

Why My Single-Core Server Handles Metadata, PDFs And Covers With Just Pillow And Reportlab

#sideprojects #ai #automation #marketing

4 min read

Muhamad Revanza Rafif Hamdani

Oct 21

The Two-Layer QC Setup That Kept 39 Generated Products Out Of The Reject Pile

#sideprojects #ai #automation #marketing

4 min read

Muhamad Revanza Rafif Hamdani

Oct 21

Documenting Your Asset Pipeline: Four Python Scripts That Turned One Batch Into 39 Products

#sideprojects #ai #automation #marketing

4 min read

Muhamad Revanza Rafif Hamdani

Oct 21

How An Upload Tracker And Three Platform CSVs Kept My Stock Portfolio From Falling Apart

#sideprojects #ai #automation #marketing

4 min read

Muhamad Revanza Rafif Hamdani

Oct 21

Writing Down The Boring Parts: Metadata CSVs, Double-Post Guards, And Product Packaging

#sideprojects #ai #automation #marketing

4 min read

Muhamad Revanza Rafif Hamdani

Oct 21

From Prompt To Packaged Product In Under An Hour: The Four Scripts That Made 39 Stock Assets

#sideprojects #ai #automation #marketing

4 min read

Muhamad Revanza Rafif Hamdani

Oct 21

How I Turned One Prompt Engine Into 39 Sellable Products On A 2 GB Server

#sideprojects #ai #automation #marketing

4 min read

Muhamad Revanza Rafif Hamdani

Oct 21

Stop Double-Posting: A Python Ledger And CSV Builder For Adobe, Vecteezy And Dreamstime Uploads

#sideprojects #ai #automation #marketing

4 min read

Muhamad Revanza Rafif Hamdani

Oct 21

What I Refused To Automate Last In My 39-Product Asset Pipeline

#sideprojects #ai #automation #marketing

4 min read

Muhamad Revanza Rafif Hamdani

Oct 21

The Human Checkpoints I Kept Before Uploading To Adobe, Vecteezy And Dreamstime

#sideprojects #ai #automation #marketing

4 min read

Muhamad Revanza Rafif Hamdani

Oct 21

Where My Automation Stops: Judging Titles, Keywords And Covers By Hand

#sideprojects #ai #automation #marketing

1

4 min read

Muhamad Revanza Rafif Hamdani

Oct 21

Naming Vector Packs For Adobe And Vecteezy: What The Filename Field Actually Controls

#sideprojects #ai #automation #marketing

4 min read

Muhamad Revanza Rafif Hamdani

Oct 20

Backing Up 39 Products And Their CSVs On A 2 GB Single-Core Server

#sideprojects #ai #automation #marketing

4 min read

Muhamad Revanza Rafif Hamdani

Oct 20

How I Keep Upload Ledgers And Metadata CSVs Safe When Storage Runs Out

#sideprojects #ai #automation #marketing

4 min read

Muhamad Revanza Rafif Hamdani

Oct 20

How upload_tracker.py Keeps a Re-Run From Double-Posting Your Stock Batch

#sideprojects #ai #automation #marketing

4 min read

Muhamad Revanza Rafif Hamdani

Oct 20

The Simple Ledger That Stops Double-Posting on Adobe, Vecteezy and Dreamstime

#sideprojects #ai #automation #marketing

4 min read

Muhamad Revanza Rafif Hamdani

Oct 20

Why Running Your Asset Batch Twice Gets You Flagged, and the Script That Prevents It

#sideprojects #ai #automation #marketing

4 min read

Muhamad Revanza Rafif Hamdani

Oct 20

How Four Python Scripts Turned One Asset Set Into 39 Products For Three Stock Platforms

#sideprojects #ai #automation #marketing

4 min read

Muhamad Revanza Rafif Hamdani

Oct 20

How I Built an Upload Ledger in Python That Stops Double-Posting Across Adobe, Vecteezy and Dreamstime

#sideprojects #ai #automation #marketing

4 min read

Writing Debut