Next Level Data
Practical thinking.
No vendor slides.
Insights on industrial data, AI, and automation - written for operations directors, IT leads, and plant managers who need decisions, not theory.
41
Articles
5
Topics
13
Years on the tools
Delta Lake on Microsoft Fabric: Migration Gotchas & Fixes
Migrating Delta Lake workloads to Microsoft Fabric is not a lift-and-shift. The OneLake storage model, the way Fabric handles Delta table registration, and the quirks around external shortcuts mean there are specific failure modes that appear only after you go live. Here are the ones we hit in production.
Amit Kumar Singh
25 May 2026 · 10 min read
Microsoft Fabric Managed Lakehouse: When to Use It
The Fabric Lakehouse is not one thing. Managed tables, unmanaged tables, OneLake Shortcuts, and the SQL analytics endpoint behave differently in ways that matter for how you design pipelines. Here is the decision framework we use in production deployments.
Amit Kumar Singh
25 May 2026 · 8 min read
SAP S/4HANA Reporting Gaps: What Standard Reports Miss
Every SAP S/4HANA customer pays for analytics capabilities they assume are built in. Some are. A lot are not — or they exist but in a form that does not serve the operational questions plant managers and supply chain directors actually need answered.
Amit Kumar Singh
25 May 2026 · 9 min read
SAP Analytics Cloud vs Power BI: Mid-Market Cost Comparison
SAP Analytics Cloud gets positioned as the natural analytics choice for SAP customers. For mid-market manufacturers with 50-300 users, the licensing economics rarely hold up compared to Power BI on Microsoft Fabric. Here is an honest comparison.
Amit Kumar Singh
25 May 2026 · 8 min read
Food Manufacturing Analytics Dashboard: What Good Looks Like
Food manufacturing generates more operational data than most industries but acts on less of it. Batch records, yield data, micro results, line OEE, and cold chain temperatures all exist — usually in five different systems. Here is how the dashboard layer should look when you connect them.
Amit Kumar Singh
25 May 2026 · 8 min read
Logistics Cost Analytics Dashboard: What to Measure
Most logistics cost reporting is month-end finance data repackaged as a dashboard. The numbers arrive too late to act on and lack the carrier, lane, and customer granularity that makes the cost drivers visible. Here is the architecture that changes that.
Amit Kumar Singh
25 May 2026 · 8 min read
Microsoft Fabric vs Azure Synapse: Honest Comparison
Microsoft wants everyone on Fabric. But for organisations with existing Synapse investments, the migration path is not always obvious and the case for moving is not always straightforward. Here is an honest comparison of where each platform is actually stronger.
Amit Kumar Singh
25 May 2026 · 9 min read
Control Tower Implementation: Steps That Actually Matter
Supply chain control towers are sold as a software product. They are actually a data integration project with a visualisation layer on top. The implementations that work do the data engineering right first. The ones that fail skip straight to the dashboard.
Amit Kumar Singh
25 May 2026 · 9 min read
Agentic Analytics in Manufacturing: What It Means in 2026
Agentic analytics is not a product category yet — it is a pattern that is appearing across manufacturing clients as AI agents move from answering questions to acting on the answers. Here is what it looks like in production and where it actually adds value.
Amit Kumar Singh
25 May 2026 · 8 min read
Autonomous Data Agents for Operations: What Works
Autonomous data agents for operational analytics are being deployed in manufacturing and supply chain right now. Most of the live deployments are narrow in scope, well-defined in action, and deliberately modest in their autonomy. Here is what the working pattern looks like.
Amit Kumar Singh
25 May 2026 · 8 min read
Power BI vs Tableau for Supply Chain: Honest Comparison
The Power BI vs Tableau debate in supply chain analytics is usually decided by politics and existing licenses, not by an honest capability assessment. Here is what actually matters for supply chain use cases and where each platform has a genuine edge.
Amit Kumar Singh
25 May 2026 · 9 min read
Why Indian Manufacturers Are Hitting a Power BI Ceiling
Power BI is everywhere in Indian manufacturing. The dashboards look good. The numbers are wrong. The problem is not the tool - it is the data foundation underneath it.
Amit Kumar Singh
17 May 2026 · 7 min read
From Raw Data to Autonomous Action: Microsoft Fabric's End-to-End Architecture Explained
Most industrial companies aren't suffering from a data shortage - they're drowning in fragmented data. Microsoft Fabric closes the loop from raw operational data all the way through to AI-driven automation, in a single governed environment. Here's how that works, pillar by pillar.
Amit Kumar Singh
17 May 2026 · 15 min read
Singapore's APAC Supply Chain Visibility Problem - and the Architecture Fixing It
Most Singapore-based APAC supply chain teams can tell you what shipped. They cannot tell you where it is, when it will arrive, or whether it will arrive at all. The data exists - it just lives in seven systems that do not talk to each other.
Amit Kumar Singh
14 May 2026 · 6 min read
Quality Prediction in Manufacturing Using AI & Machine Learning
Globally, poor quality costs manufacturers 15–20% of revenue annually - and most of that cost is not in the defective part itself, but in how late the defect was discovered. AI quality prediction changes this from a post-mortem to a real-time prevention system.
Amit Kumar Singh
12 May 2026 · 8 min read
What Industrial Consultants Won't Tell You
After 13+ years across manufacturing, FMCG, and supply chain - three things I tell every client that most consultants won't say out loud.
Amit Kumar Singh
12 May 2026 · 6 min read
Predictive Maintenance Using AI in Manufacturing: Listen to the Machine, Not the Calendar
The average large manufacturing plant loses $253 million per year to unplanned downtime. Most of those failures are not random - machines broadcast impending failure through data signals days before they stop. AI predictive maintenance is what finally lets you listen.
Bhumika Jain
11 May 2026 · 9 min read
UK Manufacturing's Data Problem Is Not the Same as Europe's
Post-Brexit, UK manufacturers face a set of data and supply chain challenges that are specific to their operating environment. Generic European digital transformation advice does not apply.
Amit Kumar Singh
10 May 2026 · 6 min read
Why Your ERP Reports Are Lying to You
Most ERP reports show you last night's data as today's reality. Discover why data latency is the real operational risk - and how a unified data layer fixes it.
Amit Kumar Singh
8 May 2026 · 7 min read
Why North American CPG Companies Are Rebuilding Their Data Stack
US consumer goods companies are facing a convergence of pressures - retail compliance requirements, supply chain volatility, and the gap between D365 and Fabric. The companies rebuilding their data stack now will have a structural advantage in 24 months.
Amit Kumar Singh
5 May 2026 · 7 min read
The SAP ByDesign Analytics Trap: When Your ERP Outgrows Your Reporting
SAP ByDesign was the right ERP choice for many growing Indian and GCC manufacturers. The analytics layer it comes with was not designed for the reporting demands of a business at scale. Here is what to do about it.
Amit Kumar Singh
1 May 2026 · 6 min read
Microsoft Fabric: What Everyone Gets Wrong — And Why It Matters Right Now
Most companies think Microsoft Fabric is Power BI Premium rebranded. It is not. Here is what Fabric actually does across eight capability areas — and why misunderstanding it is costing organisations real competitive advantage.
Amit Kumar Singh
28 Apr 2026 · 12 min read
Predictive Maintenance: What Works vs. What Gets Sold
Unplanned downtime costs US manufacturers $50 billion a year. (Source: ARC Advisory Group, 2023) Predictive maintenance can cut that - but the gap between vendor claims and shop-floor reality is significant. Here's the honest guide.
Amit Kumar Singh
15 Apr 2026 · 8 min read
What Every FMCG Supply Chain Needs Before AI
FMCG companies spend millions on AI-powered demand planning tools and still run 8% stockout rates. The AI is not the problem. The data underneath it is.
Amit Kumar Singh
1 Apr 2026 · 7 min read
Manufacturing Analytics: The €50B Factory Blind Spot
European manufacturers leave €50B+ on the table annually - not from lack of effort, but from lack of analytical visibility into what drives OEE, quality, and throughput.
Amit Kumar Singh
22 Mar 2026 · 6 min read
Your ERP Is Not Your Data Platform
91% of CIOs cite data silos as a top obstacle to digital transformation. The root cause: treating the ERP as an analytics platform when it was designed as a transaction system.
Amit Kumar Singh
10 Mar 2026 · 6 min read
OT/IT Convergence: Where Industry 4.0 Gets It Wrong
68% of IIoT projects stall due to OT/IT integration failures. Not because the technology does not work - because the architecture decisions and organisational model were wrong from the start.
Amit Kumar Singh
1 Mar 2026 · 7 min read
Breaking Data Silos in FMCG: Five Systems to One Truth
The average FMCG company runs 7–12 disconnected systems. The cost shows up as stockouts, overstock, missed promotions, and S&OP meetings that debate whose numbers are right.
Amit Kumar Singh
22 Feb 2026 · 7 min read
What Nobody Tells You About Microsoft Fabric Licences
Fabric is genuinely good infrastructure. But clients are interpreting "unified platform" as permission to skip data engineering. They cannot.
Amit Kumar Singh
15 Feb 2026 · 6 min read
The Data Governance Problem in Manufacturing Analytics
Poor data quality costs organisations $12.9M per year on average. In manufacturing, the problem is worse - because OT data has no natural owner, KPIs are contested, and context is implicit.
Amit Kumar Singh
5 Feb 2026 · 6 min read
Predictive Maintenance: What Vendors Won't Tell You
Vendor PdM demonstrations make it look straightforward. The labelled training data problem, the CMMS integration gap, and the asset selection mistake are what actually determine success or failure.
Amit Kumar Singh
28 Jan 2026 · 7 min read
OEE: The Most Gamed Metric in Manufacturing
Plant managers know what number leadership wants to see. OEE tells you what happened, not why - and not what to do next.
Amit Kumar Singh
20 Jan 2026 · 5 min read
Why Your Demand Forecast Is Wrong Before the Model Even Runs
Most FMCG businesses try to fix forecast accuracy with better tools. The real problem is the incentive structure that punishes accuracy and rewards cover.
Amit Kumar Singh
12 Jan 2026 · 6 min read
Quality Analytics: From Pass/Fail to Root Cause Intelligence
Quality failures cost manufacturers 15–20% of revenue annually. Pass/fail reporting tells you what happened. Root cause analytics tells you why - and how to prevent it.
Amit Kumar Singh
5 Jan 2026 · 6 min read
Supply Chain Control Tower: From Dashboard to Automation
Most organisations have a visibility dashboard and call it a control tower. There are two more layers of value above visibility - intelligence and automation - and the gap between them represents 35% fewer supply chain disruptions.
Amit Kumar Singh
28 Dec 2025 · 7 min read
Closed-Loop Operations: When Your Factory Thinks for Itself
The gap between data-driven factories and the rest is widening. Closed-loop operations - where defined signals automatically trigger defined responses - are how leading manufacturers are pulling ahead.
Amit Kumar Singh
20 Dec 2025 · 7 min read
Automated Replenishment: End the FMCG Stockout Cycle
$984 billion in excess inventory sits in consumer goods supply chains globally. Meanwhile, stockout rates average 8%. Both problems have the same root cause - and automated replenishment addresses both.
Amit Kumar Singh
12 Dec 2025 · 6 min read
RPA in Manufacturing & Logistics: Where ROI Is Fastest
RPA delivers 200–400% ROI when applied to the right processes - and near-zero ROI when applied to the wrong ones. The difference is specific, identifiable, and often overlooked in RPA planning.
Amit Kumar Singh
4 Dec 2025 · 6 min read
Real-Time Alerting: Fix Logistics Issues Before SLA Breach
65% of logistics SLA breaches are detectable in the data more than 4 hours before the customer is impacted. The technology to fix this is not complicated.
Amit Kumar Singh
25 Nov 2025 · 5 min read
Analytics Last Mile: From Dashboards to Decisions
87% of AI and analytics projects never reach production operational impact. The gap is almost never the model quality - it is the missing bridge between insight on a dashboard and action in an operational workflow.
Amit Kumar Singh
18 Nov 2025 · 6 min read
Digital Transformation Fails on Sponsorship, Not Technology
CDO runs the programme. Business unit heads tolerate it. Leadership changes. Programme dies. The technology was never the problem.
Amit Kumar Singh
18 Nov 2025 · 6 min read
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