CDP & Data Pipeline Consulting That Actually Works
Stop losing data between tools. Kaliper connects your stack, unifies your customer data, and keeps your pipelines running clean, so your team always has a single, reliable source of truth.
Your Data Is Only as Good as the Pipes That Carry It
Data arriving late. Events firing twice. Customer profiles fragmented across six tools. Your marketing team running reports off stale exports. Your engineers spending Friday nights firefighting broken connectors.
Kaliper’s CDP and data pipeline consulting fixes that. We’ve spent 8+ years designing, implementing, and optimizing data infrastructure for 100+ clients, from early-stage SaaS companies to enterprise marketing teams. Whether you need a Segment implementation from scratch, a Fivetran pipeline audit, or a full data pipeline architecture overhaul, we bring the expertise to do it right.
What We Do
CDP & Data Pipeline Services
CDP Implementation & Strategy
We help you select, implement, and configure the right Customer Data Platform for your business, Segment, RudderStack, or mParticle. From schema design and tracking plans to identity resolution and downstream routing, we handle the full setup so your customer data flows cleanly from day one.
ETL & Reverse ETL Pipeline Setup
We build and manage the pipelines that move your data where it needs to go, from source systems into your warehouse, and back out to your operational tools. Using Fivetran, Stitch, dbt, and custom solutions, we eliminate manual data wrangling and give your team always-fresh data.
Data Pipeline Architecture & Design
Before you build, you need a plan. We design scalable data pipeline architectures that grow with your business, defining sources, transformations, destinations, latency requirements, and governance rules upfront, so you avoid costly rebuilds later.
Pipeline Monitoring & Optimization
Pipelines break silently. We implement monitoring, alerting, and data quality checks so you catch issues before they corrupt a dashboard or misfire a campaign. We also audit and optimize existing pipelines for performance, cost, and reliability.
Segment Implementation & Consulting
As experienced Segment implementation partners, we've run hundreds of implementations, from first event to full warehouse sync. We design your event taxonomy, write your tracking plan, configure your Segment workspace, and connect it to your downstream tools.
Fivetran & Stitch Consulting
We set up and manage automated data connectors that pull from your databases, SaaS apps, and cloud services into your warehouse of choice, BigQuery, Snowflake, or Redshift. No more manual CSV exports or one-off scripts.
Platforms & Tools
Technologies We Work With
Segment.io
We are a segment partner. Our Segment implementations include full event tracking plan design, workspace configuration, source and destination setup, identity resolution, and warehouse sync. We’ve done this for SaaS, e-commerce, fintech, and media companies at every scale. What we configure:
- Event taxonomy and tracking plans
- Web, mobile, and server-side sources
- Destination connections (GA4, Mixpanel, Amplitude, Braze, Salesforce, and more)
- Personas / Segment Engage for audience building
- Warehouse sync to BigQuery, Snowflake, or Redshift
Rudderstack
RudderStack is the open-source alternative to Segment, developer-friendly, fully customizable, and built for teams that want complete control over their data pipelines without vendor lock-in.
Kaliper’s RudderStack implementations are tailored to your stack, whether you’re streaming events from a web app, mobile, or server-side, with real-time routing to your warehouse and downstream tools.
What we configure:
- Open-source & self-hostable for full data control
- Real-time event streaming & transformation
- Privacy-first architecture
- Seamless warehouse & tool integrations
- Custom pipeline logic & ML-ready data
Fivetran
When your team needs reliable, always-fresh data from Salesforce, HubSpot, Stripe, or your production database, Fivetran makes it happen automatically.
We handle full Fivetran setup, connector configuration, schema management, and transformation layer design using dbt.
What we configure:
- Source connectors (CRMs, ad platforms, databases, payment systems, and 500+ more)
- Warehouse destinations (BigQuery, Snowflake, Redshift)
- Incremental sync scheduling and optimization
- dbt transformation layer on top of raw data
- Cost optimization for high-volume connectors
Stitch
Stitch is a lightweight, developer-friendly ETL tool that gets data moving fast. Ideal for teams that need quick integration coverage without the overhead of a heavier platform.
We use Stitch for rapid pipeline builds, proof-of-concept projects, and teams with simpler integration needs that don’t require the full weight of Fivetran.
What we configure:
- Source integrations from SaaS apps, databases, and APIs
- Warehouse connections and schema management
- Pipeline scheduling and monitoring
- Migration paths if you outgrow Stitch
Why Kaliper
Why Teams Choose Kaliper for CDP & Pipeline Consulting
We've seen it all
After 100+ client engagements, we know where CDP implementations go wrong, and how to prevent it. Duplicate events. Broken identity graphs. Destinations out of sync. We design around these failure modes from day one.
We think architecture first
A good implementation starts with a solid tracking plan and a clear data model. We don't just connect your tools, we design a data layer that makes every downstream use case (analytics, marketing automation, ML) easier.
We don't disappear after launch
Data infrastructure needs ongoing care. Our clients get monitoring, documentation, and a team they can call when something breaks or their stack evolves.
We're platform-agnostic
We'll recommend Segment, RudderStack, or Fivetran based on your needs, team, and budget, not on which vendor pays the highest referral fees.
We speak both languages
We bridge the gap between engineering and marketing, translating business questions into clean data structures, and making sure the data your analysts need actually exists in your warehouse.
Process
How We Work
1. Discovery & Audit
We start by understanding your current stack, data flows, and business goals. If you have existing pipelines, we audit them for quality, coverage, and reliability.
2. Architecture Design
We design the right CDP and pipeline architecture for your needs, defining sources, events, destinations, transformation logic, and governance rules.
3. Implementation
We build it. Full setup of your chosen platforms, configured to your tracking plan and connected to every destination your team needs.
4. Testing & Validation
Every implementation is tested end-to-end, events verified, destinations confirmed, data quality checks in place.
5. Documentation & Handover
You get full documentation of your data layer, including your tracking plan, schema, and runbooks, so your team can own it going forward.
6. Ongoing Support
We offer retainer support for monitoring, new integrations, and evolving requirements.
Frequently Asked Questions
What's the difference between a CDP and a data pipeline?
A CDP (Customer Data Platform) like Segment or RudderStack focuses on collecting, unifying, and routing customer behavioral data to marketing and analytics tools. A data pipeline (like those built with Fivetran or Stitch) is broader, it moves any data between any systems, typically into a central warehouse. Most modern data stacks use both: a CDP for real-time event routing and a pipeline tool for warehouse replication.
How long does a Segment implementation take?
For a mid-sized SaaS company with 20–30 events and 5–10 destinations, a full Segment implementation typically takes 4–8 weeks, including tracking plan design, implementation, QA, and documentation. Simpler setups can be done faster; complex multi-product or multi-region implementations take longer.
Do you work with companies that already have a CDP in place?
Yes, often our best work is cleaning up and optimizing existing implementations. We audit your current setup, identify gaps and issues, and bring it to a state your team can trust.
Which CDP do you recommend, Segment or RudderStack?
It depends on your team and requirements. Segment is the gold standard for ease of use, partner integrations, and support, ideal if you want a turnkey solution. RudderStack is better for teams with strong engineering resources who want full control, lower costs at scale, or strict data residency requirements. We’ll help you make the right call.
Can you help us migrate from one CDP to another?
Yes. We handle CDP migrations including data model mapping, parallel tracking periods, destination reconfiguration, and cutover planning to minimize disruption.
We have GA4, Mixpanel, and our CRM all tracking differently, can you fix that?
This is one of the most common problems we solve. We audit all your tracking sources, identify discrepancies and overlaps, align your event schemas, and establish a single source of truth so every tool reports consistently.
Our Segment implementation is outdated and unreliable, where do we start?
We begin with a full audit of your existing Segment workspace, reviewing your event taxonomy, destination health, identity resolution setup, and data quality. From there, we provide a prioritized remediation plan and implement the fixes without disrupting your live data flows.
Our engineering team is spending too much time maintaining pipelines, can you take that over?
Absolutely. We offer ongoing retainer support that covers pipeline monitoring, alerting, incident response, and new integrations, so your engineers can focus on building product instead of babysitting connectors.
Our warehouse data is always stale and our dashboards are unreliable, what's causing that?
Stale data is almost always a pipeline architecture or scheduling issue. We audit your sync frequencies, transformation layers, and connector health to identify bottlenecks, then redesign the pipeline for reliability and freshness, with monitoring in place to catch issues before they surface in dashboards.
We want to adopt a CDP but don't know where to start, can you guide us?
Yes. We run a structured discovery process to understand your data needs, team capabilities, and tooling requirements, then recommend the right CDP and roadmap for your situation. You’ll leave with a clear plan, not just a vendor pitch.
Ready to Build a Data Pipeline You Can Actually Trust?
Whether you're starting from scratch or fixing years of accumulated technical debt, Kaliper has done it before. Let's talk about your stack.