Why It Matters and How to Fix It
Let’s say you’re a brand with 4 million customer profiles in your database. Sounds impressive, right? But what if only 1 million of those profiles are unique and accurate? The rest are duplicates.
Now imagine the consequences: your business is sending unnecessary volumes of emails, push notifications, SMS, and WhatsApp messages – four times more than needed. This leads to wasted marketing spend, operational inefficiencies, and, most importantly, a frustrating customer experience.
But there’s good news: this problem is solvable. In this article, we’ll explore what causes duplicate profiles, the impact they have on your business, and how to resolve them. We’ll also dive into advanced tools like Snowflake, CDPs, and Braze, equipping you with actionable strategies to eliminate duplication and optimize your multichannel marketing efforts..
What Is Profile Duplication and Why Does It Happen?

Profile duplication occurs when a single customer is represented multiple times within your data ecosystem. This often results from fragmented data sources, inconsistent inputs, or a lack of data governance. For instance, a user might sign up for your newsletter with one email and make a purchase with another, creating two separate records.
While it may seem like a minor issue, the implications are far-reaching, impacting everything from your marketing effectiveness to your operational efficiency.

Common Causes of Profile Duplication
Several factors contribute to profile duplication, including:
- Fragmented Data Sources: Customer data often originates from various platforms like websites, mobile apps, social media, and in-store systems. Without a unified data strategy, discrepancies emerge.
- Inconsistent Data Entry: Variations in how customer information is entered (e.g., “John Smith” vs. “Jon Smith”) lead to mismatched records.
- System Limitations: Older or siloed systems may lack robust identity resolution capabilities, perpetuating duplication.
- Multiple Sign-Ups: Customers signing up with different emails or phone numbers.
- Multiple Sign-Ins: Customers signing in with the same emails or phone numbers but different names.
- Manual Errors: Typos or incomplete data during sign-up or checkout.
- Post-Migration Issues: Data migrations without proper due diligence and deduplication processes.
- Human Error: Manual data entry errors and inconsistencies exacerbate the problem.
- Lack of Centralized Customer Data: Without centralizing your customer data so as to consolidate and reconcile said customer data, duplication is almost inevitable.
The Impact of Profile Duplication
Duplicate profiles are more than just a nuisance; they create significant challenges across marketing, operations, and customer experience. Below, we explore the major ways profile duplication can harm your business:
- Wasted Marketing Spend:
Duplicate profiles inflate audience sizes, leading to unnecessary marketing costs. For example, sending emails to 4 million profiles instead of 1 million increases costs by 300%. Platforms that charge per email or SMS sent can result in wasted budgets reaching hundreds of thousands annually. - Poor Customer Experience:
Customers repeatedly receiving the same message across duplicate profiles feel spammed and undervalued. This damages trust and reduces engagement rates. According to Gartner (2023), 72% of customers disengage if communications feel irrelevant or excessive. These mixed signals result in disjointed customer experiences that fail to resonate, resulting in damaged customer trust and engagement due to decreased brand credibility. - Inaccurate Analytics:
Duplicate profiles skew metrics like customer lifetime value, ROI, and conversion rates. As the saying goes, “garbage in, garbage out”, data-driven decisions are only as good as the data quality behind them. For example, a false increase in “unique customers” can misguide inventory planning or campaign performance reviews, resulting in missed opportunities or wasted resources. - Customer Burnout:
Customers repeatedly receiving the same message across duplicate profiles are far more likely to opt out or disengage entirely. In the UK, 42% of consumers say irrelevant communication is the top reason they unsubscribe from marketing emails (source: DMA UK, 2023). - Operational Inefficiencies:
Duplicate profiles complicate data management and increase the risk of compliance issues, particularly under regulations like GDPR or CCPA. Resolving discrepancies manually drains time and resources, while data breaches stemming from mismatched profiles can result in heavy fines and reputation damage.
Insights from Real-World Data: Benchmarks that Matter
Profile duplication impacts more than just your data, it can significantly affect your marketing efficiency, customer experience, and bottom line. Businesses across industries are seeing tangible results from addressing this issue, highlighting the importance of clean data. Here are some key benchmarks to illustrate the value of deduplication:
- Average Duplication Rate: Businesses often report 10-30% duplication in their databases (Forrester, 2023). This highlights the widespread nature of the issue and the opportunity for improvement across industries.
- Cost Savings: Deduplicating profiles can reduce marketing costs by up to 25% annually (McKinsey, 2023). These savings often translate directly to improved budget allocations for high-performing campaigns.
- Engagement Lift: Companies that resolved duplication issues saw a 15% increase in email engagement rates and a 10% boost in customer retention (Gartner, 2023). Better engagement directly correlates with increased lifetime customer value.
- Data Accuracy Impact: Improved data quality can lead to a 20% reduction in analytics errors, ensuring more reliable insights for strategic decisions (Harvard Business Review, 2022).
- Compliance Benefits: Businesses that proactively address duplication reduce compliance risks by up to 30%, minimizing potential penalties under GDPR and CCPA (Deloitte, 2023).

How to Remedy Profile Duplication
- Implement a Unified Customer Data Platform (CDP)
Platforms like Segment, mParticle and Hightouch can consolidate data from multiple sources, resolving duplicates through identity stitching (ID Resolution). This process uses algorithms to merge profiles based on shared identifiers, such as email addresses or phone numbers.
Use Case: A retail company integrated Segment as their CDP to unify data from their website, mobile app, and in-store POS system. By merging profiles, they reduced duplication by 40%, leading to a 15% increase in email engagement. - Leverage Data Warehouses for Scalability
Modern data warehouses like Snowflake enable businesses to store and process vast amounts of customer data. Combining this with SQL-based deduplication logic ensures data accuracy at scale from the start.
Use Case: A subscription service used Snowflake to query and deduplicate millions of customer profiles, reducing duplicates by 30% and saving hundreds of thousands of dollars annually on their marketing budget. - Optimize Customer Engagement Platforms
Braze excels at delivering personalized experiences but relies on clean data. Think ‘Garbage in Garbage out‘. By integrating Braze with a CDP and/or data warehouse, you can ensure marketing campaigns are targeted to accurate, unified profiles.
Use Case: A travel and hospitality company linked Braze to their CDP and Snowflake instance, enabling precise audience segmentation. This reduced email unsubscribes by 22% and increased conversions by 16%. - Enforce Data Governance Practices
Deduplication isn’t a one-time effort. Establish governance protocols to ensure data quality over time. Regular audits and monitoring can help catch discrepancies early.
Use Case: A fintech company implemented automated checks within their data pipeline, flagging duplicate entries weekly. This proactive approach maintained a duplication rate below 1%.

Expanded Use Cases Across Industries
E-commerce: An online retailer used a CDP to unify customer data from its website and mobile app. Deduplication led to more accurate recommendations, boosting average order value by 12%.
Healthcare: A hospital network consolidated patient records from various systems, ensuring consistent communication and compliance with HIPAA. Deduplication reduced scheduling errors by 20%.
Finance: A fintech company used Snowflake to merge fragmented profiles across its CRM and transaction systems. This improved fraud detection by 18% and increased customer trust.
The Metrics That Matter
Deduplication directly impacts your bottom line. According to a study by Forrester, organizations that prioritize data quality see:

Future Outlook: The Evolving Need for Deduplication
As customer expectations for personalization grow, clean data will become increasingly critical. Emerging technologies like AI-powered identity resolution and real-time data stitching will refine deduplication efforts further. Businesses that invest in these capabilities today will be positioned to deliver seamless, personalized experiences tomorrow.
For example:
- AI Algorithms: Predictive modeling to automatically detect and merge duplicate profiles in real-time.
- Real-Time Data Stitching: Leveraging streaming platforms like Kafka to unify data instantly as it enters the ecosystem.
Solving the Duplicate Profile Problem
We’ve helped countless brands tackle this issue, and the solution always starts with understanding where your data lives and how it flows.
Key steps include:
- Auditing Your Data Sources: Identify where duplicates are entering your system.
- Unifying Data Silos: Leverage tools like customer data platforms (CDPs) to consolidate profiles.
- Implementing Identity Resolution: Use matching algorithms to merge profiles based on common identifiers.
- Cleaning Existing Data: Deduplicate and enrich your current database to improve its quality.
Why It Matters
Profile duplication is a silent killer of marketing efficiency and customer trust. By leveraging tools like CDPs, data warehouses, and engagement platforms such as Braze, and committing to ongoing data governance, you can not only fix this issue but future-proof your business.
Remember, Brands that prioritize clean, unified data see a 20% lift in marketing ROI and a 15% increase in customer retention (McKinsey, 2023)
Don’t let duplicate profiles hold your business back. Clean data is more than a best practice – it’s a competitive advantage. The time to act is now.
Your customers, campaigns, and bottom line will thank you.
Get in touch to clean up your data and activate it effectively!


