It’s Data Habibi – Episode 5 with Pavel Bulowski and Vinay Ravula

In episode 5 of our podcast, It’s Data Habibi, Luke Cann is joined by Pavel Bulowski and Vinay Ravula for a candid and grounded conversation about the gap between how well brands think they know their customers, and how well they actually do. 

Most organisations think they know their customers. In this episode, we unpack why that’s rarely true and what it actually takes to build a foundation that earns that claim. 

Identity resolution is one of those terms that gets thrown around in data circles without much clarity on what it actually means or why it matters. If you read our recent piece on what a single customer view actually looks like in practice, this episode is the live conversation behind it – the same themes, pressure-tested by people building and selling products in the real world. 

Host Luke Cann is joined by Pavel Bulowski, Co-founder of Meiro CDP (a customer data platform built around identity), and Vinay Ravula, Director of Sales and Marketing at Samsonite Middle East, someone living with the commercial realities of fragmented customer data every single day. What emerged was a candid, grounded conversation about the gap between how well brands think they know their customers, and how well they actually do. 

The bottom line: knowing your customer is not the same as having a database of their transactions. Real identity resolution means connecting behavioural, transactional, and zero-party data across every touchpoint; online, offline, anonymous, and authenticated, into a picture that actually drives decisions. 

“We Know Our Customers” — Do You, Though? 

The episode opens with a provocation that most brands would squirm at. Vinay puts it plainly: 

“Any global brand, when they say ‘we know our consumers very well…usually they’re overstating it. I don’t think they really understand the consumers.” 

— Vinay, Samsonite Middle East 

Pavel frames the same issue from a technical angle. Most retailers, he argues, are starting from a very thin foundation – a customer name and a list of orders. If they’re lucky, a few customer care tickets. That’s a far cry from the rich, behavioural picture needed to personalise at scale, prevent churn, or run meaningful advertising. 

The disconnect is also organisational. Who actually owns the customer within a business? Is it Marketing? IT? Some hybrid? Until that question is answered, the data will keep living in silos and the single customer view will remain an aspiration. 

What Identity Resolution Actually Means 

Pavel’s 60-second masterclass on identity resolution cuts through the jargon. Forget the idea of a static database with a primary ID. Modern identity resolution treats the customer as a graph problem, a network of signals, devices, touchpoints, and behaviours that together build a full picture over time. 

The critical insight: identity starts long before a transaction. 

A customer discovering your brand through a display ad, returning anonymously to your website three times, downloading your app and then buying in-store, that’s one person. Without identity resolution, that’s four disconnected data points across four systems. With it, it’s a journey you can actually act on. 

Vinay adds a layer of complexity specific to markets like the UAE: the purchaser and the consumer aren’t always the same person. A parent buying a backpack for their child. A husband selecting luggage for the family. Identity resolution has to account for cultural context and buying intent and not just the transaction itself. 

Where does your organisation sit? In our single customer view deep-dive, we mapped out three states most organisations fall into Fragmented, Connected, and Predictive. Much of what Pavel and Vinay describe in this episode maps directly onto that spectrum. If you’re not sure where you sit, that’s usually a sign you’re closer to Fragmented than you’d like to be. 

The 96% You’re Ignoring 

One of the sharpest points in the episode comes from Pavel’s observation about anonymous visitors. A decent e-commerce conversion rate is around 3-4%. Which means up to 96% of website visitors leave without identifying themselves. And most CRM and CVM programmes completely ignore them. 

That’s not inevitable. Persistent anonymous profiles can track first, second, and third visits; which categories a visitor keeps returning to; what they’ve been comparing. That data can power personalised homepages, retargeting, and contextual nudges, without ever needing an email address upfront. 

“If there is a single marketing department opportunity, I think it’s the personalisation to anonymous.” 

— Pavel 

The Copy-Paste Trap 

One of Vinay’s most relatable moments is his candid admission about global strategy rollouts: 

“Being a global organisation, we try to replicate our best learnings in other markets. We think we can just copy-paste. Then we realise it doesn’t work, because without really understanding who the consumer is in those markets, just copy-pasting things doesn’t work. Really.” 

— Vinay 

This isn’t just a data problem. It’s a cultural one. Consumer behaviours, family purchasing dynamics, channel preferences, and brand perceptions vary enormously across markets. The data infrastructure has to be able to capture and surface those nuances and the organisation has to be willing to act on them. 

Five Practical Moves to Make This Quarter 

  1. Stop assuming your data is current. Customer profiles built 5 or 10 years ago don’t reflect who your customer is today. Audit the freshness of your data before you trust it for any decision. 
  1. Define who owns the customer. Unclear ownership between Marketing and IT is the number one reason identity projects stall. Name a decision-maker and align on shared objectives before touching any tooling. 
  1. Start building anonymous profiles. Don’t wait for authentication. Persistent visitor profiles can be built and acted on from the first session — and they’re one of the highest-ROI investments available to most e-commerce teams. 
  1. Ask, don’t guess. Zero-party data collection doesn’t have to be intrusive. A single preference question, “beach or city?”, embedded in a natural moment can power months of better targeting. 
  1. Pilot before you procure. RFP processes run by procurement rarely select the right solution. Get your technical and marketing teams to run a real pilot with measurable goals before committing to any platform. 

The Takeaways 

Pavel’s closing thought is a warning as much as a roadmap: 

“Context is going to be the winner. If you want to have a grasp of your consumer context, you need that foundation of first-party and zero-party data. Build that, no matter who you are or which business you’re in.” 

— Pavel 

Vinay adds that fragmentation is only going to intensify, across geographies, channels, and consumer segments. The organisations that will win are the ones that invest now in connecting the dots, unifying their data, and making decisions from a single, trusted source of truth. 

Listen to the episode on Spotify, YouTube and LinkedIn. 

Want the written framework behind this episode? Read our deep-dive: What a “Single Customer View” Means in Practice → 

Stay tuned for Episode 6…we’ll be continuing to push past buzzwords and into the realities of building data and AI models that actually work. 

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