Elevating Efficiency: Operating Supplement Mastery with Data Engineering

Operating Supplement

We developed an ETL solution for a manufacturing company that combined all required data sources and made it possible to analyze information and identify bottlenecks of the process.

Business process automation

Data Engineering

Data Insights & Forecasting

Business process automation

Data Engineering

Data Insights & Forecasting

30+

supplier integrations

43%

cost reduction

About the client

Foreign manufacturing company. Raw materials are supplied from 37 suppliers.

Tech stack

Pandas

Pyspark

TensorFlow

PostqreSQL

Hadoop

The client's needs

Challenges & solutions

Challenge

Keep infrastructure charges below $1000 per month. Automatize daily price relevance and stock availability monitoring for more than 100k products through the entire network(approximately 18 mln requests per day).

Solution

Developed a solution which combined all data sources and made it possible to analyze information and identify bottlenecks of the process.

Challenge

Reduce the amount of manual work and operational errors during updates and new products listings. Add cross-checks of the same products listed on Amazon, Walmart, Lowe’s, etc.

Solution

Carried out a smooth integration with the systems of suppliers, retailers, logistics companies and owned transport.

Challenge

Create a system for monitoring all products available looking for ones with the biggest price variations. Create a notification system that automatically notifies the admin about order problems, changes, delays and controls orders statuses and shipments.

Solution

Built predictive sales models taking into account seasonality and consumer preferences.

Challenge

Automatize cashback website tracking, adding an option to identify orders with no/incorrect cashback to avoid missed orders. Create daily reports with detailed statistics.

Solution

Built a “lean” warehouse operation algorithm.

Challenge

Automatize updates and new listings at the selling platform.

Solution

Implemented a tool for balancing orders between suppliers to maximize profits and minimize risks per counterparty.

Challenge

Solution

Challenge

Solution

Challenge

Solution

Results

DATAFOREST has the best data engineering expertise we have seen on the market in recent years.

David Schwarz

Product Owner Biomat, Manufacturing Company

Steps of providing
data scraping services

Step 1 of 5

Free consultation

It's a good time to get info about each other, share values and discuss your project in detail. We will advise you on a solution and try to help to understand if we are a perfect match for you.

Step 2 of 5

Discovering and feasibility analysis

One of our core values is flexibility, hence we work with either one page high level requirements or with a full pack of tech docs. At this stage, we need to ensure that we understand the full scope of the project. Receive from you or perform a set of interviews and prepare the following documents: list of features with detailed description and acceptance criteria; list of fields that need to be scraped, solution architecture. Ultimately we make a project plan which we strictly follow. We are a result-oriented company, and that is one of our core values as well.

Step 3 of 5

Solution development

At this stage, we develop the scraping engine core logic. We run multiple tests to ensure that the solution is working properly. We map the fields and run the scraping. While scraping, we keep the full raw data so the final model can be enlarged easily. Ultimately we store data in any database and run quality assurance tests.

Step 4 of 5

Data delivery

After quality assurance tests are completed, we deliver data and solutions to the client. Though we have over 15 years of expertise in data engineering, we expect client’s participation in the project. While developing and crawling data, we provide midterm results so you can always see where we are and provide us with feedback. By the way, a high-level of communication is also our core value.

Step 5 of 5

Support and continuous improvement

We understand how crucial the solutions that we code for our clients are! Our goal is to build long-term relations, so we provide guarantees and support agreements. What is more, we are always happy to assist with further developments and statistics show that for us, 97% of our clients return to us with new projects.

How we provide data integration solutions

Step 1 of 5

Free consultation

It's a good time to get info about each other, share values and discuss your project in detail. We will advise you on a solution and try to help to understand if we are a perfect match for you.

Step 2 of 5

Discovering and feasibility analysis

One of our core values is flexibility, hence we work with either one page high level requirements or with a full pack of tech docs.

At this stage, we need to ensure that we understand the full scope of the project. We receive from you or perform a set of interviews and prepare the following documents: integration pipeline (which data we should get and where to upload), process logic (how system should work); use cases and acceptance criteria; solution architecture. Ultimately we make a project plan which we strictly follow.

Step 3 of 5

Solution development

At this stage, we build ETL pipelines and necessary APIs to automate the process. We attract our DevOps team to build the most efficient and scalable solution. Ending up with unit tests and quality assurance tests to ensure that the solution is working properly. Focus on Results is one of our core values as well.

Step 4 of 5

Solution delivery

After quality assurance tests are completed, we deliver solutions to the client. Though we have over 15 years of expertise in data engineering, we are expecting client’s participation in the project. While developing the integration system, we provide midterm results so you can always see where we are and provide us with feedback. By the way, a high-level of communication is also our core value.

Step 5 of 5

Support and continuous improvement

Steps of providing web applications services

Step 1 of 7

Web development discovery

In the initial stage of the web-based development project, professional business analysts make detailed documentation of the project requirements and the approximate structure of the future web application. DATAFOREST is a custom web application development agency, guided by extensive experience in multiple industries. We give you detailed project documentation and then assemble the team according to your time and budget.

Step 2 of 7

UX and UI design

Based on your wishes, the needs of your target audience, and the best web application design and development practices, our UX and UI experts create an aesthetically pleasing and user-friendly interface for your app to satisfy even the most demanding users.

Step 3 of 7

Web-based application development

At DATAFOREST we are following the best programming design principles and approaches. Being a data engineering company, we build high load platforms, with a significant level of flexibility and result orientation. We keep our deadlines and follow SOC 2 compliance requirements.

Step 4 of 7

Integration

With DATAFOREST, integrating the application into your business won’t stop your processes for a minute. We provide seamless integration with your software infrastructure and ensure smooth operation in no time.

Step 5 of 7

Quality assurance

We use a multi-level quality assurance system to avoid any unforeseen issues. Working with DATAFOREST, you can be confident that your web app development service solutions arrive to the market polished and in full compliance with all certification requirements.

Step 6 of 7

24/7 support

Once a product is released to the market, it’s crucial to keep it running smoothly. That’s why our experts provide several models of post-release support to ensure application uptime and stable workflows, increasing user satisfaction.

Step 7 of 7

Web app continuous improvement

Every truly high-quality software product has to constantly evolve to keep up with the times. We understand this, and therefore we provide services for updating and refining our software, as well as introducing new features to meet the growing needs of your business and target audience.

The way we deal with your task and help achieve results

Step 1 of 5

Free consultation

It's a good time to get info about each other, share values and discuss your project in detail. We will advise you on a solution and try to help to understand if we are a perfect match for you.

Step 2 of 5

Discovering and feasibility analysis

One of our core values is flexibility, hence we work with either one page high level requirements or with a full pack of tech docs.

In Data Science, there are numerous models and approaches, so at this stage we perform a set of interviews in order to define project objectives. We elaborate and discuss a set of hypotheses and assumptions. We create solution architecture, a project plan, and a list of insights or features that we have to achieve.

Step 3 of 5

Solution development

The work starts with data gathering, data cleaning and analysis. Feature engineering helps to determine your target variable and build several models for the initial review. Further modeling requires validating results and selecting models for the further development. Ultimately, we interpret the results. Nevertheless, data modeling is about a process that requires lots of back and forth iterations. We are result focused, as it’s one of our core values as well.

Step 4 of 5

Solution delivery

Data Science solutions can be a list of insights or a variety of different models that consume data and return results. Though we have over 15 years of expertise in data engineering, we expect client’s participation in the project. While modeling, we provide midterm results so you can always see where we are and provide us with feedback. By the way, a high-level of communication is also our core value.

Step 5 of 5

Support and continuous improvement

The way we deal with your issue and achieve result

Free consultation

Step 1 of 5

It's a good time to get info about each other, share values and discuss your project in detail. We will advise you on a solution and try to help to understand if we are a perfect match for you.

Step 2 of 5

Discovering and feasibility analysis

One of our core values is flexibility, hence we work with either one page high level requirements or with a full pack of tech docs.

Depending on project objectives, DevOps activity requires auditing the current approach, running metrics measurement, performing monitoring and checking logs. By having a set of interviews, we ensure that we understand the full scope of the project. Ultimately we make a project plan which we strictly follow. We are a result-oriented DevOps service provider company, and that is one of our core values as well.

Step 3 of 5

Solution development

At this stage, our certified DevOps engineers refine the product backlog. We deliver great results within digital transformation, cost optimization, CI/CD setup, containerization, and, last but not least, monitoring and logging. We are a result focused company – it’s one of our core values.

Step 4 of 5

Solution delivery

After quality assurance tests are completed, we deliver solutions to the client. Though we have over 15 years of expertise in data engineering, we expect client’s participation in the project. By the way, a high-level of communication is also our core value.

Step 5 of 5

Support and continuous improvement

Success stories

Check out a few case studies that show why DATAFOREST will meet your business needs.

All Success Stories

Back Office Automation

The client faced the challenge of upgrading their legacy manual and offline processes to new digital and emerging technologies and wanted to change the way suppliers, customers, and contractors interact with each other and improve their delivery process. The solution we implemented was a tailor-made web application that digitized the entire business process - CRM, warehouse management, and product delivery tracking.

32%

FTE costs reduction

19%

revenue growth

Aleksandr Kharin

CEO Biolevox, Medical Product Distributor

View case study

They immediately understood needs and expectations and assembled an excellent team to ensure the project is delivered on time and within budget. They remain very flexible and responsive.

Demand forecasting

We built a sales forecasting system and optimized the volume of goods in the warehouse and the range of goods in different locations, considering each outlet's specifics. We set up a system that has processed more than 8 TB of sales data. These have helped the retail business increase revenue, improve logistics planning, and achieve other business goals.

88%

forecasting accuracy

0.9%

out-of-stock reduced

Andrew M.

CEO Luxury Goods Retail

View case study

I think what is really special about the DATAFOREST service is its flexibility, openness, and level of quality and expertise.

Stock relocation solution

The client was faced with the challenge of creating an optimal assortment list for more than 2,000 drugstores located in 30 different regions. They turned to us for a solution. We used a mathematical model and AI algorithms that considered location, housing density and proximity to key locations to determine an optimal assortment list for each store. By integrating with POS terminals, we were able to improve sales and help the client to streamline its product offerings.

10%

productivity boost

increase in sales

Mark S.

Partner Pharmacy network

View case study

The team reliably achieves what they promise and does so at a competitive price. Another impressive trait is their ability to prioritize features more critical to the core solution.

Employee Tracker

The large Retail company was facing a significant challenge in managing and tracking our employees' working hours and needed a solution that would automate the process and ensure accuracy. We developed a system for counting employees' working hours. Employees simply approach the device upon arrival and the system automatically identifies them and records their check-in time.

100h+

manual work reduced

13%

work experience boost

Bernd Herzmann

CTO Retail company

View case study

DATAFOREST has an excellent workflow and provide constant and close communication. The team brings in a range of technical talent to address issues as they arise.

All Success Stories

Latest publications

All publications

November 20, 2024

16 min

Business Digitalization: Key Drivers and Why It Can’t Be Ignored

Digital Transformation

November 20, 2024

14 min

AI in Food and Beverage: Personalized Dining Experiences

November 19, 2024

12 min

Software Requirements Specification: Understandable Framework

DevOps

November 20, 2024

16 min

Business Digitalization: Key Drivers and Why It Can’t Be Ignored

November 20, 2024

14 min

AI in Food and Beverage: Personalized Dining Experiences

November 19, 2024

12 min

Software Requirements Specification: Understandable Framework

All publications

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Operating Supplement

30+

43%

About the client

Tech stack

The client's needs

Challenges & solutions

Challenge

Solution

Challenge

Solution

Challenge

Solution

Challenge

Solution

Challenge

Solution

Challenge

Solution

Challenge

Solution

Challenge

Solution

Results

DATAFOREST has the best data engineering expertise we have seen on the market in recent years.

Steps of providingdata scraping services

Free consultation

Discovering and feasibility analysis

Solution development

Data delivery

Support and continuous improvement

How we provide data integration solutions

Free consultation

Discovering and feasibility analysis

Solution development

Solution delivery

Support and continuous improvement

Steps of providing web applications services

Web development discovery

UX and UI design

Web-based application development

Integration

Quality assurance

24/7 support

Web app continuous improvement

The way we deal with your task and help achieve results

Free consultation

Discovering and feasibility analysis

Solution development

Solution delivery

Support and continuous improvement

The way we deal with your issue and achieve result

Free consultation

Discovering and feasibility analysis

Solution development

Solution delivery

Support and continuous improvement

Success stories

Back Office Automation

Demand forecasting

Stock relocation solution

Employee Tracker

Latest publications

Business Digitalization: Key Drivers and Why It Can’t Be Ignored

AI in Food and Beverage: Personalized Dining Experiences

Software Requirements Specification: Understandable Framework

Business Digitalization: Key Drivers and Why It Can’t Be Ignored

AI in Food and Beverage: Personalized Dining Experiences

Software Requirements Specification: Understandable Framework

We’d love to hear from you

Steps of providing
data scraping services