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"Back To The Future" of Customer Data
âťď¸ How Composable Can Get That Expensive Ferrari Out of First đ

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đ Hello fellow Ladderers!
This week weâre looking at the over-engineered monster trucks of marketing tech: packaged CDPs. Once necessary, now mostly overkill. The good news? A smarter, faster, modular alternative is already hereâand it feels suspiciously like the DIY stacks we built before vendors convinced us otherwise.
This weekâs essay gets into:
Why the packaged CDP era might be ending (finally).
What makes composable CDPs actually useful, not just buzzwordy.
How this shift lays the groundwork for agentic AI and autonomous marketing ops.
And why thinking of your tech stack like a protocolânot a platformâis your next unfair advantage.
As always, weâve also gathered the weekâs best news, guides, and toolsâfrom the world of marketing, strategy, and techâso you can stay inspired, informed, and a little smug in meetings.
If you missed last weekâs practical break-down of Dark Social, you can catch-up here âŞ
đď¸ In The News
đŹ Netflix Just Murdered TV, Then Built a Sexier Version From Its Bones Source: Marketing Brew
đ Threads Finally Lets You Link Like You Mean It (Multiple Times, Actually) Source: Social Media Today
đ¤ GPT-4.1 Enters the Chat, Your Marketing Team Just Got Smaller Source: The AI Break
đź Case Studies: Case Closed
âď¸ Write to Persuade: The Micro-Lessons Making 80K Marketers Actually Interesting Source: VeryGoodCopy
đ Audible's Checkout Magic: How They're Making Your Wallet Open Itself Source: Growth Design
đ McDonald's $2 Billion Onboarding: The Psychology Behind Making You Lovin' It Source: Growth Design
đ§° You Wonât Blame These Tools
đ Tolt: The Affiliate Marketing Tool That Makes Your SaaS Actually Pay For Itself
đ§ Granola 2.0: It's Like Your Team's Brain, But Actually Remembers Stuff
Todayâs feature
"Back To The Future" of Customer Data
âťď¸ How Composable Can Get That Expensive Ferrari Out of First đ
âąď¸ ~ 8 minutes 29 seconds to read
WHY YOUR CDP FEELS LIKE A FERRARI IN FIRST GEAR đ˘
You ever seen a high-performance car in peak-hour traffic? All engine, no motion. Thatâs what your marketing stack feels like if youâre still wrangling a traditional CDP.
Itâs 2025. Your data warehouse is stacked with gold. Your event trackingâs laser-precise. Youâve got cloud compute on tap, and dashboards that look like Iron Manâs HUD. And yetâyour CDP is still bottlenecking everything. Slow to integrate. Slow to activate. Expensive to maintain. Itâs like owning a Ferrari and only using it to drive to the corner store for milk: slow, noisy and you feel like a bit of a fool.
Long before the term âCDPâ ever appeared in a deck, marketers and technologists were already building the thing weâd later come to call one. Not by purchasing a single platform, but by connecting their own data warehouse to a carefully chosen set of tools: marketing automation, CMS, email, web, API gateways etc.
Sure, it took effort - and it was a little ugly. Well very ugly actually. But it was flexible, fast, and tailored to the actual business. A beautiful ugly machine. But it worked.
Then came packaged CDPs. Sold as âplug-and-play,â they promised to simplify everythingâjust pipe all your data into this shiny new box and boom, omnichannel customer experiences. Yay!
Only⌠they didnât. What they did was recreate many of the same integration challenges, bury data behind opaque systems, and introduce a new breed of vendor lock-in. More convenience, less control.
The mullet of Martech was born: business in the front, chaos in the back.
Now, with todayâs cloud-native tools, robust APIs, and event-streaming infrastructure, weâre returning to our rootsâbut this time with rocket boosters. Composable CDPs donât try to own your data. They work with what youâve got. They let your warehouse stay the source of truth, while orchestrating customer experiences across channels with the kind of precision and speed that legacy platforms canât match.
In this article, weâll break down:
Why packaged CDPs are stuck in the past (and what thatâs costing you)
What composable CDPs are and how they unlock real velocity
How agentic AI and data protocols are shaping the next evolution in marketing infrastructure thinking
Because maybe the real innovation isnât something newâitâs rediscovering the freedom we had before Martech platforms overpromised. And this time, weâve actually got the flux-capacitor to make it work âď¸
So⌠what if the fastest way forward is actually a step back?
THE RISE AND STALL OF PACKAGED CDP: A LOVE STORY GONE SOUR đ
At the risk of showing my age, let me take you back to the early 2010s. Marketers were stuck in a digital purgatory: data everywhere, insight nowhere. Every new campaign needed IT involvement, every personalisation dream died somewhere in the dev backlog, and data silos were as common as an âF-3 errorâ message on the office printer.
Enter the packaged CDP. A knight in shining armour, trotting up on his powerful steed.
It promised freedom. A single place to collect, unify and activate customer dataâwithout begging IT for help. And for a very rare, and particularly persistent (read well-funded) few. These platforms were a genuine leap forward, empowering marketing teams to stitch together fragmented customer journeys and trigger comms with a level of autonomy that felt revolutionary.
But revolutions have a habit of eating their own children.
As these CDPs grew in ambition, so too did their complexity. What started as a marketer-friendly solution morphed into sprawling, opaque ecosystems requiring just as much IT supportâonly now layered with vendor workflows, rigid schemas, over-cooked identity resolution, âharmonisationâ projects and integration gymnastics worthy of Cirque du Soleil. They became the very molasses they were meant to replace.
Meanwhile, the rest of the data world kept evolving. Warehouses like Snowflake and BigQuery went supernova. ELT pipelines matured. Real-time streaming got real.
But packaged CDPs? They doubled down on platform lock-in, proprietary data models, and clunky UI that made the SAP folks blush, and pulling a report feel like defusing a bomb with oven mitts.
And yetâmany brands are still duplicating the same event data across five different platforms, just to track performance, segment audiences, and fire off campaigns. One copy to the analytics tool. Another to the CDP. One more to the product team. A backup in the data lake. And a sacrificial offering to the ABM platform just in case.
Itâs expensive. Itâs error-prone. And in todayâs tech landscape, itâs kind of bonkers.
Composable CDPs expose just how unnecessary this has all become.
Instead of moving copies of data between platforms, they let your existing systems talk to each other directlyâno duplication, no nonsense. The result? Faster experimentation, cleaner analysis, and a team that spends less time wrestling tech and more time executing extraordinary experiences.
And that packaged CDP? Well, letâs not beat ourselves up about it. It was the best idea we had at the time.
COMPOSABILITY ISNâT JUST SMARTER, ITâS A RETURN âťď¸
If you ever built your own marketing stack in the early 2010s, you might be getting a strange sense of dĂŠjĂ vu. Composable CDPs arenât introducing a radical new ideaâtheyâre just resurrecting a better one, with better tools and fewer facepalms.
1. The Data Warehouse Is the New Centre of Gravity
Back in the bad old days, your warehouse was often a read-only museum of metricsâgreat for reporting, hopeless for action. But todayâs data warehouses are real-time, cheap to query, and built for interoperability. Composable CDPs embrace this shift. They donât yank data into another system and force you to regurgitate it; they work with what youâve got. Your warehouse becomes the hubâclean, central, and deeply flexible. Want to build a segment? Itâs a SQL view. Launch a campaign? Itâs activated via reverse ETL. Magic, minus the mystery.
2. Logging Still MattersâEspecially Outbound
Marketing is no longer just about what people doâitâs about what you do in response. Propositions, campaigns, messages, experiments, nudgesâall these outbound events must be logged, measured, and optimised. Traditional CDPs struggled here, often months of harmonisation and schema planning, customising for visibility or requiring third-party tools to patch the gaps. Composable stacks let you treat outbound logging as a first-class citizen. Everything from that A/B email test to your chatbot nudge gets logged back into the warehouse, ready for attribution, performance tuning, or just a smug dashboard screenshot.
3. From Platform to Protocol
Hereâs a thought: what if weâve been misreading the âPâ in CDP all along? Instead of âPlatform,â think Protocol. Composable CDPs donât want to own your dataâthey want to orchestrate it. They define how data moves, who uses it, when, and why. Like HTTP or SMTP, itâs the rules of engagementânot another bloated destination. This shift reframes your whole stack. Your data stays where it belongs, and your tools become musicians in a well-practiced orchestra, not a group of hobbyist whoâve never met doing improv at an open mic night.
4. AI Agents Want the Same Setup
Now hereâs where it gets spicy. The infrastructure youâre building for a composable CDP? Itâs exactly whatâs needed for the next big thing: agentic AI. Systems like MCP are all about access. Real-time, structured, and executable data pipes. They need to pull insights, make decisions, and trigger actions across your stack. Sound familiar? Composability has the same philosophy. Get your head around composability and youâve set yourself up for the next big evolution agentic AI. More of that in another post.
HOW TO GET THE DELOREAN UP TO 88MPH đ
So, youâre ready to leave the land of bloated platforms and build something lean, modular, and lightning-fast. Good. Here's how to do itâwithout getting lost in the weeds or picking a fight with your IT team.
Step 1: Define the Destination
Start by getting clear on what you actually want to do with your customer data. Better segmentation? Real-time personalisation? Smarter measurement? Your use cases should drive the techânot the other way around.
Step 2: Audit What Youâve Got
Chances are youâre already drowning in tools and partial solutions. Sit down with your data/IT team and map out:
Where your customer data lives
How itâs collected and cleaned
Whatâs being duplicated (and unnecessarily billed for)
Step 3: Plug Into the Warehouse
Modern data warehouses (like Snowflake, BigQuery or Databricks) are the star of this show. Composable CDPs treat these as the source of truthâso your next move is connecting your marketing tools to that source. This is where tools like Hightouch or Census shine.
Step 4: Log Your Outbound Moves
Want to improve personalisation? You have to know what youâve already said. Standardise the logging of outbound propositionsâemail sends, push messages, promo offersâinto your warehouse. That way you can analyse what worked, what didnât, and avoid shouting the same offer into the void three times a week.
Step 5: Think âProtocol,â Not âPlatformâ
Every time you consider a new tool, ask: does this play well with others? Does it use open standards? Can it be swapped in and out if needed? If not, youâre not composableâyouâre cornered.
Watch Outs
Donât overcomplicate your data modelâsimplicity scales, complexity explodes.
Donât rebuild old silos in new shiny wrappersâcollaborate from day one.
Donât forget governanceâset access rules, audit logs, and compliance frameworks early.
Metrics That Matter
Time to launch a new campaign
Reduction in duplicated event pipelines
Performance uplift from outbound proposition tracking
Stakeholder satisfaction
BUT MY CDP WORK LIKE A DREAM GUY đŚ
Let me be clear; if your packaged CDP is humming along, and your team has the chops to run it, optimise it, and extract value from it, then this article isnât here to pry it out of your cold, competent hands. Thereâs wisdom in the old adage: donât fix what isnât broken.
But letâs not confuse âworkingâ with âefficient,â or âfunctionalâ with âfuture-proof.â
The truth is, packaged CDPs can work really wellâfor companies with the size, budget, and skillset to maintain them. But even in those environments, they come with a real and ongoing cost:
Expensive licence and usage fees
Custom integrations that require upkeep
Change management every time something breaks, updates, or needs extending
And most importantly: every improvement requires working within the boundaries of someone elseâs platform. You can make progressâbut only as fast as your vendor roadmap allows.
Thatâs where the composable mindset starts to matterâeven if you donât rip anything out yet.
Start by auditing the overhead. How many hours per week are your team spending maintaining schema syncs, chasing down support tickets, or bending workflows to fit rigid integrations? Whatâs your true time-to-launch for new campaigns or data integrations? How instant or as we used to say âbarbed wire in the baked beans emailâ ready are you? And are you confident that the tools youâve locked into today wonât limit you tomorrow?
Then, look for ways to infuse composability into your existing stack. You donât have to go full warehouse-native overnight. But you can:
Connect a tool like Hightouch to your data warehouse and push segments directly into ad platforms as a trial
Move outbound logging into the warehouse for cleaner, centralised performance analytics
Future projects should aim to use integration patterns that avoid vendor-specific data models
This isnât about jumping ship. Itâs about future-proofing your architecture, protecting your teamâs flexibility, and giving yourself options when priorities shift (and they always do).
Because just like that Ferrariâjust because it drives, doesnât mean itâs the right approach.
THE FUTURE IS COMPOSABLE MARTY âĄď¸
We started with a Ferrari stuck in first gear and somehow ended up in a DeLoreanâbecause thatâs what this shift really is. Itâs not about throwing out everything you know. Itâs about going back to the future we planned on before packaged CDPs: clarity, control, flexibility. Only now, the tech has finally caught up to the dream.
Packaged CDPs were a useful detour. They gave marketers power when IT was a bottleneck and duct-taping SQL into campaigns was a full-time job. But the landscapeâs changed. Your warehouse is your brain. Your activation tools are sharper than ever. And composable CDPs? They let you move at the speed of nowâwithout having to push the same data through five toll booths first.
More than anything, this is about a mindset shift.
Itâs the difference between being locked into a platform that tells you how your stack worksâand using a protocol that adapts to the way you work.
Itâs also about opportunity. Because whether youâre a seasoned architect or a marketing lead who just wants things to go faster, the tools are now on your side. The composable model doesnât demand perfectionâjust curiosity, a decent handle on your data, and the will to make your systems work for you (not the other way around).
So take stock. Kick the tyres. Run a proof of concept. Connect a tool or two to your warehouse and see what happens. You donât need to start from scratchâyou just need to start asking better questions.
TBH, in a Martech landscape where every platform claims to be THE answer, maybe itâs time to trade in that Ferrari and build your own DeLorean. Doc.
If you enjoyed this edition, please forward it to a friend whoâs looking to level-up their data-driven experience game - theyâll love you for it (and I will too) âď¸ đ
PS. When youâre ready hereâs how I can help you:
Fractional CXO services: Need a top strategic product, marketing and digital transformation mind to grow your brand, but donât want the hefty price tag? Fractional CXO services allow you to start growing revenue, before your grow your people costs. Limited slots available.
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Troy Muir | The Ladder
Sponsored by: INSTAPAGE
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