Sonal Goyal retweeted
Replying to @lenskart
@lenskart such a disappointment. New glasses unusable due to heavy blue coating. Refund goes to gift card which is of no use. Store recommendation - wear it for 5 days and it will automatically get transparent ๐คจ What a weird way to treat a life long customer.
Sonal Goyal retweeted
It is extraordinary that India, still a relatively poor country, can achieve something as selfless as protecting other creatures. We explain how it became remarkably good at animal conservation economist.com/asia/2026/10/0โฆ
Returned from a few days abroad and really wish we could plan for lesser cars, more public transport and footpaths for walking in India. Lesser pollution, lower fuel import, better accessibility, healthier citizens. Metros alone canโt do this everywhere. @Cockroachisback
Legacy MDM forces source systems to adapt to rigid schemas and forces golden records instead of the other way around. AI shouldn't just consume mastered data downstream; it belongs inside the mastering process itself.
zingg.ai/post/master-data-maโฆ
#Zinggai #MDM
Legacy data tools feel like duct tape on a sinking ship.ย Manual deduplication. Single-domain fixes. Complex spreadsheets.
๐ฌ๐ผ๐ ๐ป๐ฒ๐ฒ๐ฑ ๐ ๐๐ ๐๐ต๐ฎ๐ ๐ฒ๐บ๐ฏ๐ฟ๐ฎ๐ฐ๐ฒ๐ ๐ฐ๐ผ๐บ๐ฝ๐น๐ฒ๐
๐ถ๐๐, ๐ป๐ผ๐ ๐ถ๐ด๐ป๐ผ๐ฟ๐ฒ๐ ๐ถ๐.
zingg.ai/product/entity-resoโฆ
#ZinggAI #MDM #EntityResolution
A one-time entity resolution run works for reports, not businesses. Zingg's incremental resolution updates only what's changed, preserving IDs, so your entity graph stays current without breaking downstream systems.
zingg.ai/post/incremental-idโฆ
#ZinggAI #IdentityResolution
Sonal Goyal retweeted
Imagine you get All India Rank 1 in the IIT-JEE.
Then you do something even crazier - You turn down Computer Science. Instead, you pick a five-year MSc in Physics at @IITKanpur
That was Rajesh Gopakumar, AIR 1 in JEE 1987.
He went to @Princeton for his PhD, under a man who'd later win the Nobel. He co-created what physicists now call the Gopakumar-Vafa invariants, a piece of math sitting inside string theory.
In 2001, he came home to build a theoretical physics institute in Bengaluru, which he runs today.
Man truly lives on his own terms
Sonal Goyal retweeted
Before You Build a Knowledge Graph, You Need to Solve Identity, by @sonalgoyal open.substack.com/pub/sonalgโฆ
Sonal Goyal retweeted
Check out the latest article in my newsletter: The Question Every Customer-Facing Agent Eventually Asks linkedin.com/pulse/question-โฆ via @LinkedIn
Entity resolution looks simple. Then you re-run it. Should be quick, right? Prod is down an hour later. Every ID changed. CRM broken. Fraud model broken. It's not a batch job. It's a living graph. Every change is a mutation.
Build or buy? ๐
zingg.ai/post/build-vs-buy-eโฆ
#ZinggAI #MDM
MDM has evolved from rigid rule based matching to probabilistic, ML-driven entity resolution. Modern systems ask how likely records are to represent the same entity โ enabling persistent IDs and scalable, trustworthy golden records.
Full Read-zingg.ai/post/evolution-of-mโฆ
#MDM #ZinggAI
โญ๐ ๐๐ ๐ง๐ผ๐ผ๐น๐ ๐๐ฎ๐๐ฒ ๐๐ต๐ฎ๐ป๐ด๐ฒ๐ฑ, ๐๐ฎ๐ ๐ฌ๐ผ๐๐ฟ ๐๐ฎ๐๐ฎ ๐ฆ๐๐ฟ๐ฎ๐๐ฒ๐ด๐?
From rigid rule-based hubs to AI-powered entity resolution, Master Data Management has come a long way.
We wrote a thorough breakdown of how we got here: shorturl.at/j0DFI
#ZinggAI #MDM
Check out the latest article in @sonalgoyal newsletter: The Duplicate You Tolerate Is a Decision Youโve Made linkedin.com/pulse/duplicateโฆ
Entity resolution looks simple. Then you re-run it. Should be quick, right? Prod is down an hour later. Every ID changed. CRM broken. Fraud model broken. It's not a batch job. It's a living graph. Every change is a mutation. Build or buy? ๐
zingg.ai/post/build-vs-buy-eโฆ
#ZinggAI #MDM





