Credit Reconciliation Automation & Dashboard

@technologiesit

As a full stack developer with a decade of professional experience, I've had the chance to refine my prowess in data analytics, automation and integrations - skills that are directly in line with your project's requirements. My expertise extends not only to relevant languages such as PHP for working with MySQL, but also to modern digital solutions like ETL and data integration processes. I have a sophisticated understanding of financial datasets and their analysis. I've successfully completed over 100 projects similar to yours, helping clients automate critical business operations, integrate systems for maximum efficiency and generate meaningful insights from complex datasets. I assure you of my unmatched commitment to timely delivery and clear communication – qualities that are vital for any successful project. Throughout our collaboration, rest assured you'll have access to work that is scalable, secure and satisfies your needs both now and in the future.

@vishal1145

Your reconciliation logic will break if disbursement and repayment timestamps span different fiscal periods without a grace-window rule. I've seen this cause false-positive exceptions that flood Jira with 200+ tickets per day, making the system unusable. Quick question - are your LMS tables normalized or do disbursements and repayments live in separate schemas with different primary keys? Also, what's your acceptable variance threshold before flagging a mismatch (dollar amount or percentage)? Here is the architectural approach: - PHP ETL PIPELINE: Build scheduled extraction layer that pulls from MySQL using prepared statements, applies your reconciliation rules (matching logic + variance thresholds), and writes clean datasets to staging tables for dashboard consumption. - MYSQL STORED PROCEDURES: Encapsulate matching logic in database layer to handle cross-schema joins between LMS and bank statement tables, reducing PHP processing overhead and enabling faster daily runs. - JIRA REST API INTEGRATION: Automate ticket creation via PHP cURL requests with structured payloads (transaction ID, variance amount, affected accounts) so ops team gets actionable context without manual triage. - BI DASHBOARD: Deploy Metabase or Grafana connected directly to your reconciliation output tables, with role-based access and real-time KPI widgets showing exception trends and settlement rates. - CRON SCHEDULING: Configure Linux cron jobs with error logging and Slack notifications if extraction fails, ensuring you catch pipeline breaks before the ops team notices missing data. I've built similar financial reconciliation systems for 2 fintech clients processing 50K+ transactions daily. Let's schedule a 15-minute call to walk through your table schemas and nail down the matching rules before I architect the pipeline.

@mahads31

**If you're looking for quality, clear communication, and a developer who genuinely cares about your project's success, you're in the right place.** Your project requires more than just a dashboard—it needs a reliable, automated reconciliation pipeline. I can build a solution that extracts data from your MySQL database, LMS systems, and bank statements, performs daily reconciliation, flags discrepancies, automatically creates Jira tickets for exceptions, and publishes real-time KPIs and trend reports through a secure, role-based dashboard. The solution will be modular, well-documented, and easy to maintain or extend as your operations grow. Before we get started, I'd like to understand your MySQL schema and the format of your bank statements, whether Jira Cloud or Jira Data Center is being used, and if you already have a preferred dashboard platform such as Metabase, Power BI, Grafana, or Looker. Since you mentioned you'd like to complete this entirely through Claude, I'd also like to know whether you're looking for AI-assisted code generation only or a complete implementation roadmap that Claude can execute with your guidance. I'm ready to help you design a scalable reconciliation system and define a clear implementation plan that fits your workflow.

@TechWagger2026

As an exceedingly seasoned and versatile Full-Stack Developer with over 14 years of experience in Web and Mobile App Development, I am confident that I possess the relevant skill set to excel in your Credit Reconciliation Automation & Dashboard project. Moreover, my deep understanding of Data Analysis, Integration, Processing, and Database Programming coupled with my expertise in automation, especially with MySQL and PHP, make me an ideal candidate for this role. In addition to designing and implementing automated workflows, configuring disbursement and repayment reconciliations, and establishing Jira ticket management systems - I am also adept at constructing intuitive, user-friendly web-based dashboards populated with real-time data feeds. I commit to delivering not only a fully realized solution but also ensuring it is easily understood internally. With my proven track record of suceesfully managing over 416 projects and unwavering commitment - your project would be no diffferent. Choose me today and be assured of a job done excellently chaque fois (every time)!

@FreeLancers360

Having worked extensively in Full Stack Development and Automation, I am well-versed in the precise set of skills needed to fulfill your project's requirements effectively. Notably, my expertise in PHP and Software Architecture can be instrumental in creating a fully-automated reconciliation flow that pulls data from MySQL tables, performs daily disbursement and repayment comparisons, and resolves any discrepancies by logging Jira tickets for swift resolutions. These skills have been applied successfully in past projects concerning financial dataset reconciliation, making me the ideal fit for your Credit Reconciliation Automation needs. In addition to my technical proficiencies, I take pride in delivering quality work that is transparent and easily maintainable. Assuring you of this same level of commitment, I can provide source code/scripts with clear instructions that will empower your team to rerun or modify the job independently should future changes be required. Further proving my ability to meet deadlines effectively, I plan to create concise handover documentation covering your job's core aspects such as data model, reconciliation logic, scheduling and environment variables.

@modesorehari6

★ Hi Respect Client ★ Do you already have matching rules for disbursal vs repayment or should I design logic? Scheduled MySQL extraction with LMS and bank statement ingestion, matching of disbursals and repayments, variance detection, exception logging, Jira tickets, and KPI dashboard with role access. Experience with PHP, MySQL, ETL, automation, reconciliation systems, Jira API, dashboards. ETL with cron scheduling, reconciliation engine, and BI or custom dashboard for insights. Can start immediately after finalizing approach and discuss details in chat. Looking forward to working with you.

@adityakhuman006

With my extensive experience in Database Programming, MySQL, and PHP, I am confident in my ability to solve your Credit Reconciliation Automation & Dashboard needs seamlessly. I have successfully built automated systems before to extract and work with complex datasets, specifically on MySQL, just like you need for this project. Not only that, but my proficiency in handling API integrations can guarantee that we can also pull data from your LMS systems and bank statements without a hitch. In addition to delivering clean, efficient and user-friendly projects, I understand the importance of superior data visualization when it comes to a dashboard. Given my skills in HTML and CSS, I ensure an aesthetically pleasing front-end design that is coupled with smooth functionality across all devices. Moreover, I am flexible when it comes to BI tools and can help you choose the optimal tool to satisfy your shareability and role-based access preferences for the web-based dashboard.

@aprkdream

Hi, I understand you're looking to automate the credit reconciliation process, pulling data from MySQL, LMS systems, and bank statements, matching disbursal records to repayments, and flagging variances. I'd approach this by setting up a daily cron job to extract the required data sets from MySQL, which I can then match against the LMS and bank statement data using a combination of Laravel's built-in MySQL driver and PHP's native MySQL library. I have experience integrating payment gateways like Stripe, Razorpay, and PayPal, but this project seems more focused on data processing and reconciliation. Given the need to automate the creation of Jira tickets with key details, I'd leverage Laravel's built-in API capabilities to integrate with Jira's API and log exceptions accordingly. For the dashboard, I'd suggest using a simple yet effective solution like Laravel's built-in Blade templating engine or a lightweight frontend framework like React.js. Do you have any specific requirements or constraints around the data extraction and processing schedule? I'm confident in my ability to deliver a clean and automated reconciliation flow that meets your team's needs.

@ammarahmed20

Building a fully automated reconciliation workflow and dashboard with timely data pulls from MySQL? That's clearly a match for my skill set. Through my six years of experience in building business solutions, I've worked extensively with financial data, reconciliations, and data visualization. I'm well-versed in extracting, cleaning, and integrating data straight from MySQL. For your project, I can combine my proficiencies in PHP for database connectivity and automation with my keen insights regarding software architecture to create a robust solution that runs seamlessly. Additionally, my ability to operate at multiple levels—handling raw data and coding as well as translating complex processes into easy-to-digest visualizations—will ensure your credit operations team has not only the cleanest data but also the clearest view of it on your chosen BI tool. Your project aligns perfectly with what I do best: building intelligent systems that run themselves. Together we can increase productivity for your credit operations team while ensuring reliable and accurate disbursement and repayment reconciliations – not to mention the automated Jira ticket generation features that will make resolution simpler than ever. Let's talk about YOUR stack preference and timeline to take this project forward!

@rakhshanz3

As your freelancing partner, I can bring a wealth of technical expertise and proficiency to the credit reconciliation automation and dashboard project. I have solid professional experience that spans close to two decades supplying solutions in academia, software engineering, and technology leadership— including the exact stack you require for this assignment; MySQL, PHP, and a strong understanding of database. I am sure my proficiency with these languages will enable me to manage your project successfully. ough fault-tolerant real-time dashboards. Not only did these dashboards allow businesses to track trends but also they had a built-in system that promptly flagged any discrepancies or variances which would open corresponding Jira ticket that followed the glitch till resolution. I have well-rounded capabilities in combining API development, database management, and cloud deployment skills which ultimately provide efficient connectivity across platforms for tasks such as one you’re aiming for here. Let me guide your mainframe into a state-of-the-art automation powerhouse that'll transform your daily operations into easy-to-use-dashboard format tailored to your needs!

@JoseRCarvas

Hi - this is squarely what I build, and since you want it done via Claude, that is exactly how I work. The flow - a scheduled job reads straight from your MySQL tables, runs the daily disbursement and repayment reconciliation, matches disbursals to repayments while flagging variance and timing mismatches, logs every exception, and opens a Jira ticket for each with the key details so ops can jump straight to resolution. Results publish to a shareable web dashboard with role-based access - trend charts, exception lists, and KPIs. For INR 12500 I will deliver a working MVP of the core - the configurable MySQL extract, the matching engine with a clear matched, unmatched, and variance breakdown, automatic Jira creation proven in a test run with sample payloads, and the dashboard - plus source, run instructions, and brief handover docs covering the data model, reconciliation logic, scheduling, and env vars. Wiring in the LMS export and bank-statement parsing is a clean follow-on milestone once the core is signed off, so the first milestone stays tight and verifiable. I build against a copy of your schema and a sample set you share here, and validate the totals reconcile before delivery. To scope it right - can you share your table structure and a small sample, what fields define a correct disbursal-to-repayment match, your Jira project and ticket fields, and how the LMS and bank data arrive. All on Freelancer, starting once the milestone is funded. Thanks.

@dushyant317

Hi, I have experience building automated financial reconciliation workflows with MySQL, ETL pipelines, dashboarding, Jira automation, and AI-assisted development workflows, and I can deliver an end-to-end reconciliation system with scheduled processing, exception handling, and real-time reporting while supporting a Claude-driven development process.

@AcuteTech06

Hello, I have strong experience in Excel-based reconciliation automation and data analysis systems and can build a reliable solution for your Credit Reconciliation Automation requirement. I will deliver a system that: Automatically matches credit transactions across datasets Flags mismatches, duplicates, and missing entries clearly Generates clean reconciliation reports with summaries Keeps the process fully automated and reusable for future cycles Ensures high accuracy with minimal manual effort I focus on accuracy, automation, and clean reporting structure so your reconciliation process becomes fast, simple, and error-free. I can start immediately and deliver within the deadline. Regards, Acute Tech Solutions

@iterativeTech

With your project focused on credit reconciliation automation and dashboarding, I bring valuable expertise that can significantly impact your operations. Firstly, my strong background in AI/ML development is a tremendous asset when it comes to handling complex datasets with precision. This skill set will ensure accurate matching of disbursal records and repayments, enabling me to detect any variance or timing mismatches seamlessly. Secondly, my proficiency in cloud data engineering and architecture holds immense value for your project as all the raw data resides in your MySQL environment. I have vast experience in building and optimizing scalable ETL/ELT pipelines, data lakes and data warehouses on platforms like AWS and Azure ensuring high performance, security and cost efficiency. This will facilitate the seamless extraction of data sets from MySQL, giving your team an aggregated view containing all the necessary information via an easy-to-use dashboard. Lastly, my AI-driven automation prowess extends beyond just technical implementation to contemporarily solving operational problems like yours. Not only will I deliver a fully automated reconciliation flow, but also manage the exceptions by triggering Jira tickets quickly for resolution. With me on board, you're not only obtaining a reliable deliverable but also a profound partner who looks forward to contributing actual business value through this project.

@sugamkumar27

Having worked extensively with MySQL and PHP, I have all the necessary skills for this project. Streamlining the credit reconciliation process by automating data extraction, disbursement and repayment reconciliations, and Jira ticket creation is right up my alley. I have a firm grasp on how to manipulate and extract data from MySQL tables, ensuring that it aligns with your workflow requirements. On top of this, I’ve had remarkable success with creating web-based dashboards that offer intuitive and comprehensive insights on production data at regular intervals.I’m comfortable using a wide range of BI tools and can help you choose which one fits your needs best. Additionally, given your emphasis on smooth collaboration, my excellent attention to detail and ability to communicate effectively will foster transparency throughout our engagement. Lastly, the vital aspect of this project revolves around delivering clear source codes/scripts, as well as detailed handover documentation. I assure you that I go the extra mile when it comes to documentation to ensure that any changes or internal re-runs can be done easily by your team. My commitment to long-term client relationships means that even after project delivery, I'm always here for technical support and assistance. Let's not only automate the process but make credit reconciliation a breeze for your ops team through my expertise!

@nikolar13

Hello, I read your requirement carefully and this is very clear project with good scope. You need one reliable automated flow from MySQL data to reconciliation logic, exception tracking, Jira ticket creation, and a clean dashboard for credit ops team. I can build this in a practical way so your team can rerun, review, and modify it internally without confusion. My approach is to connect directly with your MySQL tables, prepare scheduled ETL jobs, reconcile disbursal and repayment records with clear matching rules, and log all mismatch cases with reason codes. After that, I will connect the exception layer to Jira API for automatic ticket creation, then publish KPI, trend, and exception views in a web dashboard with access control. I will also provide clean source code and short handover docs for logic, env variables, and scheduling. The most important part here is handling messy financial matching cases like delayed postings, partial repayments, duplicate references, and bank timing gaps. I have worked on data-heavy automation and know this part must be transparent and auditable, not just automated. I can keep the logic structured and easy to validate with test runs. If you share sample schema or table structure, I can suggest the best stack through Claude and start in a very focused way. Please message me, I am ready to discuss the exact flow.