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I need a robust yet straightforward data-metrics solution built directly from our internal databases. The raw data is already stored in SQL-based tables; the task is to turn those rows into clear, actionable insights that business stakeholders can understand at a glance. While my immediate drive is to see the numbers that matter most, the finished product should also give us the flexibility to guide decisions, uncover emerging trends, and highlight performance bottlenecks whenever those needs arise. You are free to recommend the stack—whether that means a lightweight Python pipeline with pandas and SQLAlchemy, a BI layer in Power BI or Tableau, or a full-blown cloud-native approach—so long as it integrates cleanly with our existing database schema and minimal overhead for maintenance. Key deliverables • Clean ETL/ELT workflow that connects to the internal database, performs any required transformations, and keeps data fresh on an agreed schedule • Metric definitions documented in plain language alongside the SQL or code that generates them • An interactive dashboard or report with drill-down capability and export options (PDF/CSV) • Deployment guide and a short hand-off session to ensure the in-house team can extend or tweak the solution later Acceptance criteria 1. All metrics refresh automatically without manual intervention. 2. Queries or transformations run within reasonable time limits (we will agree on thresholds based on table sizes). 3. No loss or duplication of data across refresh cycles. 4. Stakeholders can filter by date range, product line, and region at a minimum. If this fits your skill set and you can start soon, let’s discuss your approach and timeline.
Project ID: 40604852
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33 freelancers are bidding on average ₹1,001 INR/hour for this job

Hello i'm an Experienced Python Developer and Data Engineer with 7+ years of expertise in data pipelines, automation, and machine learning. I specialize in building robust ETL workflows, data analysis, and predictive modeling using Python, SQL, and tools like Pandas, NumPy, Scikit-learn, and PySpark. ✅ CI/CD pipelines ✅ Data Cleaning & Transformation ✅ Machine Learning Models ✅ APIs & Automation Scripts ✅ Dashboard & Report Generation
₹1,000 INR in 40 days
4.7
4.7

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, Can you please give me a chance I am a Senior Software Developer with over 8+ years of experience in designing and developing scalable web and desktop applications. I specialize in Microsoft technologies and delivering high-quality, secure, and performance-driven applications. My Expertise: Backend Development:ASP.NET, ASP.NET Core, MVC, Web API, WebForms, WCF Services Programming Languages:C#, Frontend Development:JavaScript, jQuery, AJAX, HTML, CSS Database Technologies:SQL Server, MySQL Reporting Tools:Crystal Reports, RDLC, SSIS, SSRS
₹750 INR in 40 days
3.8
3.8

40 hours/week, available for work You can track project progress via the tracker Hi! I am a Data Engineer & Analytics Developer with extensive experience building end-to-end data platforms using Python, SQL, Power BI, and cloud-native technologies. I specialize in transforming raw SQL data into automated, scalable reporting systems that provide accurate, actionable insights with minimal maintenance. I can assist you with: 1. Data Engineering & ETL Automated ETL/ELT pipelines using Python, Pandas, and SQLAlchemy SQL optimization, data validation, and transformation workflows Scheduled data refreshes with zero duplication or data loss Well-documented metric definitions and business logic 2. Analytics & Dashboards Interactive Power BI/Tableau dashboards with drill-down capabilities KPI tracking, trend analysis, and performance monitoring Advanced filtering by date, product line, region, and custom dimensions PDF/CSV export and executive reporting 3. Deployment & Support Scalable architecture tailored to your existing SQL database Performance tuning for large datasets Deployment documentation, knowledge transfer, and hand-off sessions Ongoing support for future metrics, dashboards, and pipeline enhancements Let's discuss your database schema, reporting requirements, and refresh frequency so I can recommend the most maintainable architecture and deliver a reliable analytics solution. Best regards, Prateek
₹1,000 INR in 40 days
3.7
3.7

Hi, I can build a clean internal data-metrics solution that connects directly to your SQL database, transforms the raw data, and presents clear business insights through an interactive dashboard. The best solution is to first review your database schema, key business questions, table sizes, refresh needs, and stakeholder filters. I’ll then design a lightweight ETL/ELT workflow using SQL with Python/pandas/SQLAlchemy or a BI tool like Power BI, depending on what fits your environment best. I’m comfortable with SQL, PostgreSQL, Python, pandas, SQLAlchemy, ETL pipelines, metric definitions, dashboard design, automated refresh, drill-down reporting, PDF/CSV exports, and performance-focused queries. Deliverables will include: * Database connection workflow * Clean ETL/ELT process * Metric definitions in plain language * SQL/code behind each metric * Interactive dashboard/report * Date, product, and region filters * Drill-down and export options * Scheduled refresh setup * Data duplication/loss checks * Deployment guide and handover I’ll focus on accurate metrics, fast refresh, simple maintenance, and a dashboard that stakeholders can understand and use without technical help. Best regards Ankit
₹1,000 INR in 40 days
3.4
3.4

Hi — Abror-Yakubov here from Uzbekistan, "INTERNAL DATA METRICS SOLUTION" — you need raw database rows turned into decisions your team can trust. I would build a clean ETL flow with Python and SQL, keeping metric logic separate and documented so changes are easy later. I also handle refresh failures and duplicate data checks early, because those usually break reporting after launch. Which database engine and dashboard tool are you currently using, and how many tables need to be included in the first version? Looking forward to working with you.
₹1,000 INR in 40 days
3.0
3.0

Hello, I can deliver the solution with a Python pipeline using SQLAlchemy to connect your SQL tables, perform transformations and create an interactive Power BI dashboard with drill-down and export options. FYI: I'm ready to start right now, I have developed similar solutions with Python, SQL, Power BI and can deliver the ETL pipeline with interactive dashboard, drill-down, export, automatic refresh. Please message me on chat to discuss the database schema, metric definitions and timeline for delivery. Warm regards, JP Yadav
₹1,000 INR in 40 days
3.0
3.0

Hi - turning SQL-stored data into clear, decision-ready metrics is exactly my lane (SQL + Python/pandas + a clean dashboard). I'd rather deliver a focused, useful first version than something sprawling. First version: I connect to your existing SQL tables, agree the handful of metrics that matter most to stakeholders, and build a clean view of them - the key numbers, trends over time, and a couple of breakdowns (by whatever dimension matters - product/region/team). Delivered as either a lightweight dashboard or well-commented queries/notebook, whichever fits how you'll use it. Built so we can extend it to trends and bottleneck-spotting later without rework. To point it correctly: what are the 3-4 numbers you most need to see, what's your database (Postgres/MySQL/other), and how will people view it (browser dashboard, Sheet, BI tool)? INR 1,250 for this first version, ~5 days. - Ricardo (5.0 stars)
₹1,250 INR in 5 days
2.6
2.6

Hi There, I can build a lightweight, maintainable data-metrics solution tailored to your existing SQL database. My proposed approach includes a automated Python ETL/ELT pipeline using pandas and SQLAlchemy to extract, clean, and transform your data without loss or duplication. I will deliver an interactive dashboard using Tableau or Power BI with filters for date range, product line, and region, along with full drill-down and export capabilities (PDF/CSV). deliverables: Automated scheduled data refresh scripts. Clear metric documentation with corresponding SQL logic. Interactive stakeholder dashboard. Deployment guide and a hand-off session for your team. With extensive experience in SQL, Python, and BI reporting, I am ready to start immediately and turn your raw data into actionable insights. Let's contact to discuss details. Solution Vector Roman Khakhula
₹1,250 INR in 40 days
0.8
0.8

Handling SQL-based data to deliver clear, actionable insights is my forte. I’d start by designing a lightweight Python ETL pipeline using pandas and SQLAlchemy that connects directly to your existing tables, ensuring automated and reliable data refreshes. I’ve built similar dashboards before, integrating filtering options for date, region, and product, with export capabilities in CSV and PDF. My approach guarantees data accuracy with minimal manual intervention, and I prioritize performance to keep queries within reasonable time frames. I’ll also document each metric in plain language to make future adjustments straightforward. Would you prefer a Power BI, Tableau, or Python-based dashboard for ease of maintenance? Understanding your preferred platform helps tailor the solution exactly to your team’s needs.
₹750 INR in 7 days
0.0
0.0

Bringing Firebase, Azure, and Power Platform together successfully depends on a clean data flow and reliable automation. For Internal Data Metrics Solution, I can connect the required services, map and synchronize records, build secure functions or workflows, and include validation, monitoring, retries, and useful error logs from the beginning. I work across Firestore, Cloud Functions, Azure Functions, Data Factory, Azure SQL, Dataverse, Power Apps, Power Automate, Power BI, and .NET integrations. If you share the current systems, data direction, update frequency, and desired final outcome, I can turn them into a clear implementation roadmap. See my work: https://www.freelancer.in/u/heenafullstacken Warm regards, Heena A Plus IT House
₹2,410 INR in 42 days
0.0
0.0

Hi, This is a great fit — turning raw SQL tables into a clean, automated metrics layer that stakeholders can actually use is exactly the kind of automation-plus-data work I enjoy. My approach: I'd start by connecting directly to your database and building a lightweight ETL workflow (Python with pandas/SQLAlchemy, or n8n if you'd prefer visual, easily-maintainable pipelines) that handles transformations and keeps data fresh on your chosen schedule — with checks in place to prevent duplication or data loss across refresh cycles. For the dashboard layer, I'd recommend Power BI given how well it integrates with SQL sources and supports drill-down, filtering by date/product/region, and PDF/CSV export out of the box — but I'm happy to align with whatever your team is most comfortable maintaining long-term. Every metric would come with a plain-language definition alongside its underlying SQL/code, so nothing is a black box for your team later. I'll also include a deployment guide and a short hand-off session so you can extend it independently. Would love to discuss your table sizes and refresh-time expectations to firm up the approach. Looking forward to it!
₹850 INR in 30 days
0.0
0.0

Hello! I read your project description carefully, and I have solid experience in Python, Pandas, and SQLAlchemy. I can easily build a lightweight, clean ETL pipeline to extract data from your internal SQL database, clean it, and structure it into clear, actionable insights and dashboards without manual intervention. I am ready to start right away and discuss your schema and reporting requirements. Looking forward to working with you!"
₹1,000 INR in 40 days
0.0
0.0

Hello, I can help you build a straightforward data-metrics solution using your internal databases. I work with Python automation, data processing, APIs, SQL, Google Sheets, and internal reporting systems. For this project, I can connect to your data source, extract and transform the required data, and build a reliable workflow for calculating and presenting the metrics you need. The implementation will depend on your current database and how you want to consume the results — dashboard, report, API, spreadsheet, or another internal tool. Could you please clarify: 1. Which database are you using (PostgreSQL, MySQL, SQL Server, etc.)? 2. What key metrics do you need to calculate? 3. How would you like the results to be displayed? Once I see the data structure and requirements, I can suggest the simplest implementation and estimate the scope accurately. Best regards, Vladimir
₹750 INR in 6 days
0.0
0.0

Hello, I can build a reliable and scalable data metrics solution that transforms your existing SQL data into actionable business insights. My experience includes Python (Pandas, SQLAlchemy), SQL, Power BI, Tableau, and ETL pipeline development. My approach: - Connect securely to your SQL database and build an automated ETL/ELT pipeline. - Clean and transform data while preventing duplication and ensuring data integrity. - Document every business metric in plain language along with the SQL logic. - Develop an interactive Power BI dashboard with drill-down, date/product/region filters, and PDF/CSV export. - Configure scheduled refreshes so metrics update automatically. - Provide deployment documentation and a knowledge-transfer session for your team. I can recommend the best technology stack based on your infrastructure while keeping maintenance simple and efficient. I'm available to start immediately and would be happy to discuss your database, expected metrics, and timeline. Looking forward to working with you. Best regards, Manoj
₹750 INR in 40 days
0.0
0.0

I'd go with a lightweight Python pipeline (pandas + SQLAlchemy) over a heavier BI suite here, since it keeps maintenance minimal for your in-house team and still plugs into Power BI/Tableau later if you want a nicer front end. Plan: SQLAlchemy handles the read layer against your existing schema, a small set of scheduled ETL jobs (cron or Airflow if you already run one) computes the metrics and writes to a reporting table, idempotent by design (upsert on a natural key, not append-only) so reruns never duplicate rows even if a job fires twice. Each metric gets a short plain-language definition next to its SQL, checked into the same repo the pipeline lives in, so nobody has to reverse-engineer a query six months from now. For the dashboard, a Streamlit or Metabase layer on top gives you filters by date range, product line and region plus PDF/CSV export, without locking you into a specific BI vendor. Before I quote a weekly limit, I'd like to know table sizes (rows, refresh frequency needed) and whether you already have a BI tool you want this to feed into, or if the dashboard should be standalone. Comfortable starting this week once I see the schema.
₹950 INR in 25 days
0.0
0.0

Hi there!I read your project details, and I can build this robust data metrics solution for you using Python and your SQL database. How I will approach this: Database Connection: I will connect to your SQL/PostgreSQL tables using Python database connectors securely. Data Parsing: Using the pandas library, I will clean up and aggregate the raw rows into structured business metrics. Actionable Insights: I will design a clean, straightforward script or terminal dashboard that summarizes the key performance indicators (KPIs) so stakeholders can understand the numbers at a glance. Since you mentioned a potential expansion to tools like Hadoop in the future, I will write highly modular and scalable Python code from day one. Let's start a chat so you can share a sample of your database structure and we can define the main metrics you want to see first. Best regards.
₹1,000 INR in 40 days
0.0
0.0

Hi, I’m MOHAMMAD RAIHAN ALI, a Python and SQL developer with 10 years of experience building reliable data and reporting solutions. I understand you need more than a dashboard—you need a clean ETL workflow, clearly defined metrics, automatic refreshes, and interactive reports stakeholders can easily use. I can connect directly to your SQL database, transform and validate data without loss or duplication, optimize queries for performance, and build drill-down dashboards with date, product line, and region filters, plus PDF/CSV exports. I’ll also document every metric and provide a clear deployment and handover guide. You can expect maintainable, high-quality work delivered on time. Which database and dashboard platform are you currently using?
₹800 INR in 40 days
0.0
0.0

I can help turn your raw SQL-based tables into clear, actionable dashboards that your business stakeholders can understand at a glance. Based on your project description, I have designed a structured approach to meet your immediate reporting needs while ensuring long-term flexibility for trend analysis and bottleneck detection.
₹750 INR in 41 days
0.0
0.0

Your acceptance criteria point to a data-reliability system, not merely a dashboard. I would first profile the schema, keys, timestamps, row volumes and update cadence, then agree a plain-English metric dictionary before implementation. I would build an idempotent incremental ETL/ELT pipeline in Python and SQL, with freshness, uniqueness, reconciliation and duplicate checks at each refresh. The reporting layer would provide date, product and region filtering, drill-downs, plus CSV/PDF export. Delivery would include the source, metric definitions, deployment/runbook documentation and a hand-off session. I can recommend the lightest maintainable stack after seeing your environment. Which database engine/version are you using, roughly how large are the main tables, and do you already have Power BI, Tableau or cloud hosting available?
₹1,250 INR in 20 days
0.0
0.0

Hi, Your project aligns well with our expertise. At DyCortex, we build scalable data platforms, ETL pipelines, and interactive dashboards that transform raw SQL data into meaningful business insights. We'll design a reliable ETL/ELT workflow that connects seamlessly to your existing database, automates scheduled data refreshes, and documents every metric in clear business language. Depending on your requirements, we can implement the solution using Python (pandas, SQLAlchemy) with Power BI, Tableau, or a custom dashboard, ensuring fast query performance, drill-down analytics, and PDF/CSV export capabilities. Our solution will focus on maintainability, data integrity, and performance while giving your team the flexibility to add new metrics and reports in the future. We'll also provide complete deployment documentation and a knowledge transfer session for your in-house team. You can learn more about us at https://dycortex.com. We'd be happy to discuss your database schema, reporting requirements, and recommend the best architecture for your business. Best regards, Hansraj Founder, DyCortex
₹1,000 INR in 40 days
0.0
0.0

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