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
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
Customer 360 keeps failing because of identity, not infrastructure. CDPs only match shared IDs. Resolve identity natively in your warehouse with a persistent ZINGG_ID instead.
zingg.ai/post/beyond-the-cdpโฆ
#ZinggAI #Customer360
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
โญ ๐ ๐๐ ๐ง๐ผ๐ผ๐น๐ ๐๐ฎ๐๐ฒ ๐๐ต๐ฎ๐ป๐ด๐ฒ๐ฑ -๐๐ฎ๐ ๐ฌ๐ผ๐๐ฟ ๐๐ฎ๐๐ฎ ๐ฆ๐๐ฟ๐ฎ๐๐ฒ๐ด๐? From rigid rule-based hubs to AI-powered entity resolution โ Master Data Management has come a long way. We wrote a thorough breakdown of how we got here: shorturl.at/j0DFI
#ZinggAI
Sonal Goyal retweeted
Check out the latest article in my newsletter: The Data Teamโs Moment: How Agentic AI Is Turning the โSupport Functionโ Into the Strategic Center of the Enterprise linkedin.com/pulse/data-teamโฆ via @LinkedIn
โญ Is entity-centric matching slowing your data pipeline down?
Missed matches. False positives. Data you can't trust. ๐ฌ
We unpack where it breaks ๐
๐ zingg.ai/post/limits-of-entiโฆ
#DataMatching #DataQuality #Zingg




