Insights · Field notes

Manufacturing, Decoded.

Practical writing on digitization, operations, and the shop-floor realities of building a modern factory.

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Manufacturing Data Security India: Is the Cloud Safe?
Industry InsightsJun 9, 2026

Manufacturing Data Security India: Is the Cloud Safe?

A plain-language guide to manufacturing data security India: how cloud ERP security works, what to ask a vendor, and what the DPDP Act gives factory owners.

Arpit Tak
7 min read

Forward Deployed Engineer - 1, Facto

How to Improve OEE and Reduce Machine Downtime
Operations & EfficiencyJun 9, 2026

How to Improve OEE and Reduce Machine Downtime

A plain guide to OEE improvement for Indian SME factories: how to calculate OEE, find the hidden downtime dragging it down, and the moves that lift it fastest.

Arpit Tak
8 min read

Forward Deployed Engineer - 1, Facto

Reorder-Level Automation to Prevent Stockouts
Inventory & Supply ChainJun 9, 2026

Reorder-Level Automation to Prevent Stockouts

How reorder-level automation prevents stockouts and frees working capital for Indian SME manufacturers, with the reorder point formula and a worked Ludhiana example.

Himanshu Bhati
7 min read

BD Head - India, Facto

Tally vs ERP for Manufacturing: When to Switch
Digital TransformationJun 7, 2026

Tally vs ERP for Manufacturing: When to Switch

Tally vs ERP for manufacturing: when a growing SME factory outgrows Tally plus Excel, and what a real manufacturing ERP adds on the shop floor.

Jennifer Elisha
7 min read

Marketing Head - India, Facto

ERP Implementation Partner: Do SMEs Really Need One?
Digital TransformationJun 6, 2026

ERP Implementation Partner: Do SMEs Really Need One?

Does an SME manufacturer need an ERP implementation partner, or can you go live without consultants? Where partners help, where they stall budgets, and the modern alternative.

Himanshu Bhati
7 min read

BD Head - India, Facto

Manufacturing Software Cost in India: What Drives Price
Finance & ComplianceJun 5, 2026

Manufacturing Software Cost in India: What Drives Price

A clear look at manufacturing software cost in India, the real ERP price drivers for SME manufacturers, and why modern subscription platforms cost far less.

Rohan Jain
7 min read

CEO & Co-founder, Facto

The First 30 Days of a Shop-Floor Software Rollout: A Field Engineer's Playbook
Operations & EfficiencyJun 4, 2026

The First 30 Days of a Shop-Floor Software Rollout: A Field Engineer's Playbook

A shop-floor software rollout lives or dies in its first month. A field engineer's week-by-week playbook for getting a manufacturing system adopted instead of abandoned.

Arpit Tak
6 min read

Forward Deployed Engineer - 1, Facto

Retrofitting Old Machines for Live Data: A Field Engineer's Guide to Shop-Floor IoT
Digital TransformationMay 28, 2026

Retrofitting Old Machines for Live Data: A Field Engineer's Guide to Shop-Floor IoT

You don't need new machines to get live shop-floor data. A field engineer's practical guide to retrofitting older machines with cheap sensors, and what to capture first.

Arpit Tak
6 min read

Forward Deployed Engineer - 1, Facto

Profitable on Paper, Broke in the Bank: Fixing Manufacturing Cash Flow
Finance & ComplianceMay 21, 2026

Profitable on Paper, Broke in the Bank: Fixing Manufacturing Cash Flow

A full order book and an empty current account is the most stressful place a manufacturer can be. The story of how one owner fixed the receivables gap that was strangling a growing business.

Rohan Jain
7 min read

CEO & Co-founder, Facto

The Real Cost of Manual Attendance: A Factory Payroll Story
Operations & EfficiencyApr 9, 2026

The Real Cost of Manual Attendance: A Factory Payroll Story

A musters register, a few minutes of 'adjustment' per worker, and a payroll leaking lakhs a year. How one plant turned attendance from a monthly argument into a non-issue.

Jennifer Elisha
6 min read

Marketing Head - India

AI on the Shop Floor in 2026: What Actually Works for a Mid-Sized Factory
Digital TransformationFeb 17, 2026

AI on the Shop Floor in 2026: What Actually Works for a Mid-Sized Factory

Forget the robot-takeover headlines. In 2026 the AI that earns its keep in a mid-sized plant is quieter, cheaper and more useful than the hype suggests. Here's what's real on the floor.

Darshan Shah
7 min read

CPTO & Co-founder, Facto

We Bought an ERP and Nobody Used It: 5 Mistakes SME Manufacturers Make
Digital TransformationJun 24, 2025

We Bought an ERP and Nobody Used It: 5 Mistakes SME Manufacturers Make

The first ERP gathered dust in six months. The second one stuck. An owner shares the costly lessons in between, so you can skip the pricey first attempt.

Jennifer Elisha
7 min read

Marketing Head - India

GST E-Invoicing for Manufacturers: The Mismatch That Stalled a Dispatch
Finance & ComplianceMar 18, 2025

GST E-Invoicing for Manufacturers: The Mismatch That Stalled a Dispatch

One wrong e-way bill held a loaded truck at the gate for half a day. A plain-language guide to GST e-invoicing and e-way bills for Indian manufacturers, and how to stop the errors at their source.

Rohan Jain
6 min read

CEO & Co-founder, Facto

The Future of Manufacturing: How Digital Transformation Is Reshaping the Indian Factory Floor
Digital TransformationNov 12, 2024

The Future of Manufacturing: How Digital Transformation Is Reshaping the Indian Factory Floor

Industry 4.0 sounds like a boardroom buzzword until you watch it cut downtime on a real shop floor. Here's what digital transformation looked like for one mid-sized manufacturer.

Darshan Shah
7 min read

CPTO & Co-founder, Facto

Where Your Margin Leaks: Tracking Raw Material Waste on the Shop Floor
Operations & EfficiencyOct 22, 2024

Where Your Margin Leaks: Tracking Raw Material Waste on the Shop Floor

An 8% scrap rate nobody had ever measured was eating into a fabricator's profit. The story of finding the leak and the simple tracking that plugged it.

Himanshu Bhati
6 min read

BD Head - India, Facto

From Paper Job Cards to Live Status: One Floor's Move Off Pen and Paper
Operations & EfficiencySep 5, 2024

From Paper Job Cards to Live Status: One Floor's Move Off Pen and Paper

Lost job cards, no real-time status, and a daily morning scramble to find out what shipped. Here is the phased, no-drama way one plant digitized its production floor.

Darshan Shah
9 min read

CPTO & Co-founder, Facto

5 Numbers Every Factory Owner Should Know Before Friday Evening
Industry InsightsAug 22, 2024

5 Numbers Every Factory Owner Should Know Before Friday Evening

Most manufacturing owners feel busy but can't tell you whether last week actually made money. These five KPIs turn that feeling into facts you can act on.

Rohan Jain
6 min read

CEO & Co-founder, Facto

Going Green Because the Power Bill Demanded It: A Practical Take on Sustainable Manufacturing
Industry InsightsJul 15, 2024

Going Green Because the Power Bill Demanded It: A Practical Take on Sustainable Manufacturing

For most Indian factories, sustainability begins with an electricity bill that won't stop climbing, not with an ESG deck. Here's the pragmatic path one unit took.

Jitender Jain
8 min read

CEO, JS Fashion

The Stockout That Cost a Day's Production, and the Inventory Fix That Followed
Inventory & Supply ChainMay 18, 2024

The Stockout That Cost a Day's Production, and the Inventory Fix That Followed

A single missing box of fasteners halted a line for a full shift. Here's how one unit moved from gut-feel stock control to real-time inventory tracking, and freed up working capital along the way.

Himanshu Bhati
7 min read

BD Head - India, Facto

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