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I have a customer database that needs a careful round of data cleaning and validation. The main pain-point is duplicate entries—I want every record to be unique so downstream reports stay reliable. Along the way, you are welcome to flag any other inconsistencies you spot, but de-duplication is the priority. You will receive the raw spreadsheet and a short set of matching rules I currently follow. After you run your process, I’ll need the cleaned file back plus a brief log of what was removed, merged, or amended so I can audit the changes quickly. Deliverables • Cleaned customer data file with duplicates resolved • Change log (CSV or XLSX) listing original row IDs and the action taken Accuracy is more important than speed, so automated scripts, Excel functions, or tools like OpenRefine are fine as long as the final output is 100 % error-free.
Project ID: 40443777
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126 freelancers are bidding on average £390 GBP for this job

⭕⭕DATA CLEANING & VALIDATION EXPERT⭕⭕ Hi there, ✔️ I can help you carefully clean and validate your customer database with a strong focus on accurate duplicate detection and resolution, ensuring the final dataset is reliable for reporting and future use. ✍️ Will duplicate matching rely only on exact matches or also fuzzy matching (name/email/phone variations)? ➰I focus on delivering highly accurate, audit-friendly data cleaning work where every modification is traceable and carefully verified before final delivery. Looking forward to reviewing your matching rules and helping you prepare a clean, dependable dataset. Thank you.
£500 GBP in 7 days
10.0
10.0

Cleaning and validating customer data requires precision to ensure your database remains accurate and actionable for your marketing efforts. I understand the importance of identifying duplicates, standardizing formats, and removing invalid entries to keep your systems running smoothly. With over 15 years of experience in web development and data management, I am very comfortable working with PHP and MySQL to process large datasets efficiently. I regularly handle backend data structures and can easily script the cleaning process to ensure your records are clean, organized, and ready for use. I have set my bid at $427.14 and can complete this entire validation process within 1 day. If you are ready to get your data cleaned up and organized, send me the files so I can get started.
£427.14 GBP in 1 day
8.0
8.0

Dear Sir, I can do this work for you by cleaning any duplicate entries on the basis you explain to me, also organizing/sorting all data with future growth in mind. Let's start please!
£400 GBP in 10 days
8.4
8.4

As an unyieldingly hardworking freelancer, I know the importance of data accuracy and appreciate your prioritization on that too. With my two core skills, Data Processing and Excel, I have spent countless hours cleaning and validating extensive datasets with a pinpoint focus on de-duplication. Data cleaning has evolved from manual work to coherent processes with automation tools that significantly reduce human error. I'm skilled in using not just Excel but also automated tools like OpenRefine to scrub records smartly and quickly while ensuring complete data integrity. Having worked as an email marketing specialist in the past, I recognize the value of accurate customer data for reliable reports and ultimately, successful marketing campaigns. My broad base of skills from email flows setup to internet research, data mining to lead generation allows me to see beyond just duplicates, enabling me to spot and correct any inconsistencies in your dataset. My commitment to promptness guarantees timely delivery without compromising the quality of my work, making sure you are genuinely satisfied with the end product.
£250 GBP in 3 days
7.6
7.6

Hi There! I specialize in data cleaning and validation with over 9 years of experience in Excel, database management, and deduplication workflows, ensuring 100% accurate and audit-ready customer records. Here's how I can help: 1. Remove duplicate entries using your matching rules while preserving data integrity 2. Standardize and validate records (names, emails, phone formats, missing fields) 3. Flag inconsistencies and apply structured correction logic where needed 4. Deliver cleaned dataset plus a full change log (XLSX/CSV) for audit tracking I focus on accuracy-first processing using Excel, scripts, or OpenRefine depending on dataset size. Do you want strict exact-match deduplication only, or should I include fuzzy matching rules too?
£500 GBP in 7 days
7.4
7.4

Hi there, I have reviewed the project requirements for Customer Data Cleaning & Validation and understand the importance of resolving duplicate entries in your customer database to ensure the reliability of downstream reports. Let's chat and discuss it further. To handle your project, I will start with analyzing the raw spreadsheet using OpenRefine to identify and merge duplicate entries based on the provided matching rules. I will then meticulously clean the data, ensuring accuracy is maintained throughout the process. The deliverables for this project will include a cleaned customer data file with duplicates resolved and a detailed change log in CSV or XLSX format, documenting all actions taken for your review. Before signing-off my bid, I would like to ask a question, i.e., "Are there any specific fields or criteria you would like me to prioritize when resolving duplicate entries?" Warm Regards, Aneesa.
£250 GBP in 1 day
7.0
7.0

Hi, I am a skilled Excel professional from Vietnam with 25+ years of experience. I can help you organize and clean your Excel spreadsheet according to your specific rules. I am currently available and ready to commence work immediately. How can I help you with your Excel task? Best regards, Duong
£250 GBP in 5 days
7.0
7.0

As someone with over 16 years of experience in data analysis, processing, and scraping, I can confidently say I'm well-equipped to tackle your customer data cleaning and validation project. My expertise in Excel and Google Sheets, particularly in the realm of automation using macros, VBA, and Google Apps Script, will be instrumental in efficiently resolving duplicate entries. My focus on accuracy aligns perfectly with your project's needs—I believe accurate insights are the bedrock of reliable downstream reports. Not only can I execute data cleaning tasks but I can also provide a comprehensive log of the actions taken on the data—enabling quick and efficient auditing when needed. Beyond just data cleaning, you can rely on my ability to go beyond expectations. Additionally, my familiarity with languages like Python allows me to confidently work with tools like OpenRefine to further bolster the accuracy and reliability of your data. Moreover, my strengths extend beyond data cleaning; my proficiencies in financial modeling, pivot tables, complex formula architecture etc., further enable me to not just address duplicate entries but sniff out other inconsistencies that may be lurking. In summary, hiring me means guaranteeing a high-impact solution tailored to your unique needs—minimizing manual workload while upholding utmost accuracy and attention to detail in every facet of your project. Choose Ayaz's Data Analysis Solutions for a streamlined workflow and enhanced efficiency.
£250 GBP in 1 day
6.8
6.8

Hello, I can carefully clean and validate your customer spreadsheet with the main focus on resolving duplicate entries based on your matching rules. I have experience using Excel, scripts, MySQL-style checks, and data validation methods to compare records, merge or remove duplicates, and flag other inconsistencies without changing data blindly. I will return a cleaned customer file and a clear CSV/XLSX change log showing original row IDs and what was removed, merged, or amended so you can audit everything quickly. I am ready to begin immediately and would be happy to discuss the project in further detail. Thanks, Teo
£300 GBP in 5 days
6.5
6.5

Hi, this project involves precise customer data de-duplication and validation, which is critical for reliable downstream reporting. The real engineering risk here centers on orchestrating an error-free cleaning process that preserves data integrity while handling complex duplicate detection. I usually structure data cleaning workflows with layered validation and audit logging to ensure traceability and correctness. I've delivered similar database enhancement and validation features in the Custom Feature Development & Integration project, where I improved data consistency and maintainability. I recommend separating the extraction, de-duplication, and logging steps to isolate risks and verify each phase independently. This approach reduces errors and simplifies auditing. While this task does not involve LLMs, I apply rigorous evaluation logic and confidence checks in data processing pipelines to guarantee accuracy. I design systems for long-term production use with clear documentation and audit trails to support ongoing data governance. I can start by outlining a detailed de-duplication pipeline and review your matching rules to ensure robustness and compliance. Thanks, Hercules
£500 GBP in 7 days
6.5
6.5

Hello, I understand you need customer database cleaning focused on removing duplicate records while strictly following your matching rules, with a full audit trail of all changes for transparency and reporting reliability. I will apply rule-based and fuzzy matching (email, phone, name variations) and process the dataset using Excel Power Query, OpenRefine, or Python depending on complexity. Original row IDs will be preserved, and every merge, removal, or correction will be clearly logged for audit purposes. I can start immediately and will deliver a fully cleaned dataset plus a structured change log (CSV/XLSX). Accuracy and traceability will be prioritized to ensure error-free reporting. You can also view my portfolio here: https://www.freelancer.com/u/Feriver Thanks, Asif
£750 GBP in 14 days
6.6
6.6

I can handle this with a strong focus on accuracy and auditability. I’ve worked extensively with spreadsheet data cleaning, duplicate resolution, validation, and structured change tracking using Excel, Google Sheets, scripts, and data-cleaning tools where appropriate. I’ll apply your matching rules carefully, identify and resolve duplicates without risking valid records, flag any additional inconsistencies worth reviewing, and return both a clean dataset and a clear audit log showing exactly what was removed, merged, or corrected. Share the sample file and matching criteria, and I can begin immediately.
£250 GBP in 3 days
6.2
6.2

Hello, I will clean and validate your customer database with a strict focus on removing duplicates so each record is unique and reliable. I will use automated scripts, Excel functions, and manual review as needed to ensure 100% accuracy and to flag any other inconsistencies. You will receive the cleaned data file plus an audit-ready change log (CSV or XLSX) listing original row IDs and every merge, removal, or amendment. Thank you, Sherman
£500 GBP in 7 days
6.1
6.1

With the breadth and depth of my 10+ years experience as a Full Stack Developer and Digital Solutions Expert, I bring a unique capacity to excel at data management. I understand that data integrity is crucial for any organization's reliable downstream reports. My expertise in Data Governance has equipped me with the skills to troubleshoot issues surrounding data quality, using tools like MySQL and PHP to clean and organize data so it's 100% error-free. I am confident that I can help resolve your duplicate entry problem as well as identify and flag any other inconsistencies within your customer database. Additionally, my penchant for meticulousness, honed through countless successful projects, amplifies my effectiveness in a task such as this. I don't just provide you with a cleaned customer data file; I offer a change log—a tool leveraging my backend capabilities to give you transparency into what was altered from the original source. Thus, providing an audit trail of every change made. Choosing me means choosing accuracy complemented by clear communication and fast delivery. Your satisfaction and the success of your business are paramount in my work process. Together, let's resolve your data challenges and strengthen your organization's decision-making capabilities by ensuring there are no doubts about the quality of your dataset.
£450 GBP in 7 days
6.3
6.3

I understand that duplicate entries are causing unreliable reports, and your priority is a clean, unique customer database. I’ve helped clients in retail and services where duplicates led to faulty sales and marketing analytics, so I know how important accuracy is. I will carefully apply your matching rules and use tools like OpenRefine alongside manual checks to ensure no duplicates remain. While doing that, I’ll flag any other data inconsistencies for your review but will focus first on perfect de-duplication. Would you prefer duplicates with partial matches to be merged automatically, or should I flag those for manual review? Also, does your matching include fuzzy logic for typos or just exact matches? I’ll deliver the cleaned file plus a detailed log showing what was removed or merged, making your audit fast and straightforward. Ready to start cleaning your data with precision.
£500 GBP in 7 days
5.9
5.9

Hi, I can help clean and validate your customer database with a strong focus on accurate duplicate detection and resolution. I’ll use Python to identify, merge, and clean duplicate records based on your matching rules, then deliver a fully cleaned dataset along with a detailed audit log showing all removed, merged, or corrected records.
£250 GBP in 1 day
6.0
6.0

Hello There, I'll meticulously clean your customer database to eliminate duplicates, ensuring uniqueness for reliable reporting. I'm Dawood Shahid, a skilled data specialist on Freelancer. Using OpenRefine and Excel functions, I'll deliver 100% error-free, de-duplicated data and an audit-friendly change log. Let's discuss how I can help optimize your database. Best, Dawood
£250 GBP in 3 days
5.9
5.9

Hello, I have read your job description and I am interested in your job post. I am ready to start now. Please send me a message to discuss more about your project. Thanks and Regards, Everest Technology
£250 GBP in 7 days
5.9
5.9

Hello, I am an experienced data cleaner who will carefully de-duplicate your customer database using your matching rules — ensuring every record becomes unique for reliable downstream reporting. I will also flag any other inconsistencies I spot along the way. Deliverables: (1) a cleaned customer data file with duplicates resolved, and (2) a change log (CSV/XLSX) listing original row IDs and the action taken (removed, merged, amended). I can use Excel functions, OpenRefine, or Python scripts for accuracy, but the final output will be 100% error-free. Please share your raw spreadsheet and matching rules, I am ready to start immediately. Accuracy over speed guaranteed. Regards, Zafar
£250 GBP in 1 day
6.2
6.2

Hi, I can carefully clean and validate your customer database with a strong focus on accurate duplicate detection and transparent change tracking. I will review your raw spreadsheet and matching rules, then identify exact and likely duplicate records using a combination of Excel formulas, structured checks, and script-based validation where needed. For each duplicate, I will either remove, merge, or flag it based on your rules while preserving data integrity. You will receive a cleaned customer data file with unique records only, plus a detailed change log showing original row IDs, detected duplicate groups, action taken, and any amended fields. I will also flag other inconsistencies such as missing values, formatting issues, invalid emails, or inconsistent naming where relevant. I have experience with Excel, data processing, MySQL, data governance, deduplication workflows, and audit-friendly data cleaning. I would be grateful to help clean your database and will gladly accept your feedback throughout the process. Best, Justin
£500 GBP in 7 days
5.7
5.7

Canary Wharf, United Kingdom
Member since May 14, 2026
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