Khrystyna Sliana Digital Marketing manager at Red Jumpers

5.0 ★

Software Development Review from Khrystyna Sliana

The Chudovo team helped us with the implementation of the blockchain-based financial platform. The hired developers had extensive experience in the development of secure smart contracts. The team has built a robust infrastructure in order to support multiple DeFi dApps. With Chudovo, we have delivered audited, gas-optimized smart contracts, integrated wallets and protocols, and implemented scalable back-end architecture. The blockchain developers worked as part of our team. Due to the proactive approach of the software engineers, we were able to deliver the project according to the deadlines.

Olha Chura Lead of Marketing at Kitrum

5.0 ★

Software Development Review from Olha Chura

Chudovo provided a professional ASP.NET developer who joined our team and took over the ongoing maintenance and modernization tasks for the online lending platform. Their expertise was important to assist in breaking the monolithic platform into microservices and migrating it to the latest .NET version. Communication was professional and consistent, and the software engineer was proactive and adaptable throughout the engagement. Chudovo delivered top-quality results and contributed significantly to the success of our project.

Mobile App Development Review from Nom Aaron

We have worked with this company in the past. This was our second project. It was a breeze to work with them. They were responsive, detailed, meticulous and always on time. Great people to work with.

Chileshe Mwamba Wagner Director and Shareholder at Makoli Logistics Park

5.0 ★

Web Development Review from Chileshe Mwamba Wagner

Konstant Infosolutions helped me created high quality websites in record time, a comptent team was assigned to me with a great focal point who used many suitable communications channels to reach us. They worked on schedule while being very flexible. I have received a lot of compliments on the design of the website. Thank you Konstant.

Greg Walker Staffing Coordinator at e-Commerce Company

4.8 ★

Web Development Review from Greg Walker

Nikki and her team were great. Through Skype and email, Nikki managed to navigate the time difference to the best of her abilities and work was completed successfully. Nikki herself was always friendly, reliable and professional and has been one of the best project managers I have had the pleasure of working with. In her absence, I also worked with Jai Prakash who was equally as skilled at his job. In terms of quality of work, we were happy with the results of the translations completed and with globalcamps.net being built. The developer team clearly worked tirelessly and I thank them all for their hard work, commitment and talents. It was with great sadness that the decision was made to migrate our services but I sincerely hope my paths cross with Nikki and her team again in the future. I wish the whole crew good luck and success for the year ahead. Many thanks.

Oksana Vobiachenko CEO at Neohiring

5.0 ★

Big Data Consulting Review from Oksana Vobiachenko

They worked on providing us with a comprehensive data architecture designed for scalability and security. A BI dashboard was created that allowed us to visualize key metrics from all our clients in one place, making it easier for us to get a comprehensive overview of our operations. They also set up real-time reporting capabilities that helped us respond to client needs faster and more efficiently. On top of that, Alltegrio recommended optimizations to our existing data pipelines, ensuring better data quality and improving decision-making. They also provided hands-on training for our internal team, ensuring we could manage and leverage the system without constant external support.

Yannick Berg CTO at Arbillion

5.0 ★

Big Data Consulting Review from Yannick Berg

Data Science and Analytics: Implemented models to enhance data-driven insights. Data Annotation: Optimized annotation processes for training models. Data Monetization: Developed strategies for extracting value from data assets.

Romit Karmakar Director at Capricon Technology

5.0 ★

Machine Learning Review from Romit Karmakar

To develop an AI-powered trading bot capable of analyzing market data, identifying trading opportunities, and executing trades autonomously to maximize returns and minimize risks.

Andrew Graham CEO at Borrowell

5.0 ★

Software Development Review from Andrew Graham

From the beginning of our partnership, SENLA showed a thorough comprehension of the goals and requirements of our clients. Their group spent time carefully considering our needs and providing insightful recommendations to improve the project's final result. There was constant communication throughout the process, with regular updates and fast answers to any questions or concerns.Working with SENLA is made even more astounding by their dedication to provide superior, personalized solutions that are catered to the individual needs of each of our clients. With the use of cutting-edge technologies and industry best practices, their web creation ability is simply unmatched, producing aesthetically beautiful and intuitive websites. When it comes to incorporating intricate features or guaranteeing mobile responsiveness, SENLA never fails to produce outstanding outcomes.

Andrew Jaramillo Director of Strategic Operations at Apto

5.0 ★

Project Management Review from Andrew Jaramillo

Our partnership with SENLA has been pleasant and productive. We have smooth communication during the process, the project-based team are extremely responsive and prove to be the professionals of their business.

Hector Castillo CTO at Floe, Inc.

4.8 ★

Startups Software Development Review from Hector Castillo

We engaged with aTeam with the goals of designing and building a web app for out customers to monitor and control their IoT devices as well as an admin panel for our team to manage users and devices. I was most impressed by the fact that aTeam did some initial work and wireframing during initial discussions which gave us confidence that aTeam has a solid understanding of our goals and vision before hiring them. I think the main area of improvement is how QA and testing was done and the impact on our timeline. aTeam was good about delivering milestone deliverables on schedule, but there were often issues that would arise in our own testing that were not caught earlier in their testing, which would create additional work. I think impacts to our timeline could have been minimized if their testing had been more thorough and tailored to the user experience, and if expectations were made clearer at the beginning that, after the final milestone was delivered, there would still be an additional debugging period. Otherwise, aTeam was very good about sticking with issues until resolved. Overall, I would be very happy and willing to work with aTeam again in the future and to refer them to others.

Anonymous Director at Assured Accounting

5.0 ★

Mobile App Development Review from Anonymous

It’s been pretty cool using this app for handling all our company’s accounting stuff. You just snap pics or upload your receipts and docs right from your phone, which saves a ton of hassle. On the other side, the accounting team can grab everything they need from the web dashboard, so no more chasing papers or emails back and forth. It’s made tax time way less stressful, especially since it’s tailored for the UAE rules and all that. Plus, the folks behind it don’t just drop the app and disappear, they actually keep checking in, throwing out ideas, and sometimes pushing us to think differently. Communication’s been smooth, and they’re not just doing what you ask but really getting into the project. Definitely a game-changer for us.

Web Development Review from Anonymous

We needed a fresh website that actually worked for us, something that could pull in new folks and keep our regulars in the loop without feeling like a hassle. These guys nailed it. The site looks great and runs super smooth, which honestly makes a big difference. Plus, they helped set up a way to grab emails from visitors, so we’re actually turning clicks into real leads now. They’re pretty chill to work with, always open to ideas and explaining stuff without the techy mumbo jumbo. Definitely made the whole process way less stressful than I expected.

Catherine Vennat SVP Global Marketing at Thermacell Repellents, Inc.

5.0 ★

Web Design Review from Catherine Vennat

Digital Aptech redesigned and revamped four websites for a consumer products company. The team developed a new corporate site, enhanced an e-commerce store, redesigned two websites, and conducted a comprehensive audit of the existing site. Digital Aptech created two new websites and designed the updated e-commerce store, significantly improving the overall consumer experience. Their work included a thorough audit, valuable insights, and exceptional design. Digital Aptech demonstrated outstanding project management skills and successfully completed the project within five months.

Kelly Anne Kah Solutions Coordinator at Marketplace Homes

5.0 ★

Web Development Review from Kelly Anne Kah

Digital Aptech Pvt. Ltd. successfully developed and designed a comprehensive real estate platform, incorporating post-launch performance metrics. Their in-depth research of industry competitors laid the foundation for a tailored design that met our unique needs. During the design phase, they effectively balanced a variety of requirements to serve both our existing and prospective customers. The project began with an analysis of competitor websites, examining their organizational structures and adapting them to align with our sales and operational processes. The result was a site inspired by leading industry platforms, featuring a home feed where users could explore properties of interest. Additionally, the platform was enhanced with features that allowed current customers to track their properties throughout the sales process. Digital Aptech Pvt. Ltd. also integrated links to our property management portals for seamless navigation. Throughout the project, we collaborated extensively using Figma and Salesforce. They implemented a Multiple Listing Service (MLS) data feed, a critical real estate data solution, and extracted valuable insights from the website to support our sales team. By integrating this data feed and other innovative features, Digital Aptech Pvt. Ltd. significantly increased visitor traffic and conversions on our platform. Their team demonstrated exceptional responsiveness and provided a combination of technical expertise and excellent customer service. Digital Aptech Pvt. Ltd. proved to be a communicative and reliable partner, delivering a robust solution that met and exceeded our expectations.

Brian Zielinski President & Co-Founder at ShapeConnect

5.0 ★

Web Development Review from Brian Zielinski

We partnered with Digital Aptech Pvt. Ltd. to develop a dynamic website for ShapeConnect, and their expertise and commitment exceeded our expectations. ShapeConnect is designed to empower businesses by streamlining the selection of trusted software and service partners in critical areas like accounting, marketing, technology, and human resources. Digital Aptech played a pivotal role in bringing our vision to life. The team demonstrated exceptional skill in crafting a user-friendly and visually engaging platform. They ensured the website was responsive, secure, and seamlessly integrated with the functionalities required to support ShapeConnect's unique three-step process: diagnosing business needs, matching with tailored solutions, and managing collaborations through a secure portal. Their dedication to understanding our objectives, combined with efficient project management, made the entire development process smooth and transparent. Communication was consistent, and they were always ready to address challenges or implement changes promptly. Thanks to Digital Aptech Pvt. Ltd., ShapeConnect now provides an intuitive platform for businesses to confidently connect with solutions that drive growth and innovation. We highly recommend their services to anyone seeking reliable website development expertise.

Randal Bouverat Founder at FootForward

5.0 ★

Web Development Review from Randal Bouverat

We needed specific expertise helping us grow our platform in 2024 and Scaleup Consulting came through. They had demonstrable depth of knowledge and versatile skills. They were professional, a pleasure to work with, and we cannot recommend them highly enough.

Taikwan Chin-Wright Head of Product at Project Antelope

5.0 ★

Software Development Review from Taikwan Chin-Wright

I engaged Scaleup Consulting Australia to implement custom features for my Sharetribe marketplace, including gift cards and various user experience improvements. The quality of their work was excellent, with a fast turnaround time. They quickly understood my requirements and delivered exactly what I needed. The team was communicative and professional throughout the process. I appreciated their fixed quotes, which ensured the project stayed on budget. Their expertise and efficiency stood out, making the collaboration smooth and hassle-free. Since implementing the updates, my marketplace has seen tangible improvements. Sellers are pleased with the enhanced features, leading to an increase in listings. I highly recommend Scaleup Consulting Australia to anyone needing custom Sharetribe solutions. Their knowledge and speed make them a reliable choice.

Undisclosed Founder at Savvy ESC

5.0 ★

Software Development Review from Undisclosed

I was new to software development so was a little wary of what I was getting myself into. But Jayen and the team at Scaleup Consulting have been outstanding. Jayen very quickly alleviated my concerns by his proactive approach to my project and they progressed its development consistently. We were able to work through any issues well and I will continue to use them post-launch. Highly recommend using them.

Claudia Lin CEO & Founder at Warner Bros. Discovery

5.0 ★

AI Development Review from Claudia Lin

Chawtech Solution code reactoring, We app performance has improved by 30% and enhanced scalability to handle a 50% increase in active users. We have seen a 20% increase in user engagement metrics. Chawtech Solution has set up clear communication channels and laid out realistic timelines.

Mike Rukavina Director of Comms & Dev, Erie 2-Chautauqua-Cattaraugus BOCES at Erie 2-Chautauqua-Cattaraugus BOCES logo Erie 2-Chautauqua-Cattaraugus BOCES

5.0 ★

Web Development Review from Mike Rukavina

Chawtech Solution work has been fantastic and meets our expectations. WE hasn't experienced any bugs on the site, and the team is helpful and friendly. Chawtech Solution is very creative and delivers work ahead of deadlines and communicates via email, phone calls, and Zoom.

Heather Dunn Former Sales Representative, State Farm at Premium Retail Services

4.8 ★

Web Development Review from Heather Dunn

Chawtech Solution delivered an engaging, beautiful website, which was well-received by the end . Their team impressed us with their genuine desire to understand the firm's business goals for the website. They were also professional, timely, and communicated via email and virtual meetings.

Aleksandr Mitskikh Executive Director at Mighty Plus

5.0 ★

IT Services Review from Aleksandr Mitskikh

Jay.devs supplemented an in-house development team to speed up the production of a dog-care mobile game. The game incorporates AR using Unity3D technology for Android and iOS. The game has been received very positively so far, securing a 5.0 average rating across more than 100 downloads in its first year. The engineers from Jay.devs were extremely professional and effective, delivering quality code in a timely manner and addressing all concerns upfront as they arose.

Olga Shishko CCO, Olga Shishko at Dynevo

5.0 ★

Staff Augmentation Review from Olga Shishko

Jay[D]evs quickly augmented our team with 2 Java developers to create data analysis software in the eCommerce industry. During our work, they proved to be professionals in their field. We liked the atmosphere in the team and their attitude toward business goals. They always suggested new ideas and were a full-fledged part of our team. (Verified via email)

Trofim Eremenko CEO, Owner at Eremenko & Polomani

5.0 ★

IT Services Review from Trofim Eremenko

JayDevs assisted Eremenko & Polomani in deploying the data science platform and setting up the AWS infrastructure. The client, a project coordinator, recognized JayDevs' professionalism. The agency addressed all questions quickly, solved all technical issues, took initiative, and spent little time on paperwork. JayDevs impressed the client with its leadership skills, willingness and ability to take responsibility, and prompt attention in answering its questions. (Verified via email)

Juan Mark Project Manager at Zielcommerce

4.3 ★

Software Testing Review from Juan Mark

MMC Global's customer service is outstanding. They are always available to help us with our maintenance needs, no matter what time it is. Their equipment is easy to use and we never have any issues getting access to it. We would recommend MMC Global to anyone who needs top-notch customer service and reliable equipment.

Linda montgomery Product Manager at Quigley LLC

5.0 ★

Software Development Review from Linda montgomery

Top-notch software development company! MMC Global delivered exactly what we wanted, on time and within budget. Their team is highly skilled and professional, and their communication throughout the project was excellent. We will definitely work with them again in the future.

Joe D. Xavier Head of Marketing Department at Slickdeals

4.7 ★

IT Services Review from Joe D. Xavier

We are extremely satisfied with MMC Global's work on our mobile application and website. The team was very professional and responsive to our needs, and the end product was exactly what we wanted. We would highly recommend MMC Global to anyone looking for top-notch mobile app and web development services.

Marlon Bensching Founder at OfficeActor

5.0 ★

Web Development Review from Marlon Bensching

Vitec GMBH did a phenomenal job in setting up a great sustainable software architecture. It is very important to me that a lot of our customers and mostly partners can use our marketplace and have a great experience while using it. We as a well known company in area Stuttgart and Frankfurt in Germany cant risk it to ship a faulty product that would breake by to many users. This was our biggest concern and Vitec didnt let us down.

Charlie Kinnett CEO at Interplace

5.0 ★

Mobile App Development Review from Charlie Kinnett

Marc and his team are the best in the business! Diligent, hardworking, professional, and excellent communicators. Not to mention, their work is high quality. I recommend Vitec GmbH to anyone looking for software development services. They will make your dreams come true.

Elsa Beerbaum founder at Gesunde Zeiten

5.0 ★

Web App Review from Elsa Beerbaum

I have been working with Vitec for a while and am very satisfied with their performance. It was an extensive, complex web app, including design and implementation. The team worked quickly, efficiently and competently. Gladly again!

Ryan Kenning Project Manager at NEC Financial Services

5.0 ★

Software Development Review from Ryan Kenning

HashStudioz Technologies is a huge contributor in helping us update our systems. They've built internal portals for our customer base and our dealer base, and as we continue to grow, we use them to enhance those two solutions they created for us. Regarding the process, we start with a meeting to lay out what we want, whether it's a solution or an upgrade to a solution. We look to them for advice and insight, what theyve seen, and what they think is the best way for us to go theres back and forth communication regarding getting everything set up. After that, they put out a great statement of work for us and have a kickoff meeting to start the task weve known each other for so long that everything is routinary. we are delighted with the functionalities that HashStudioz Technologies has developed over the years, which has streamlined our processes. we also praise their friendly approach to explaining things and making everything smooth.

Dan Moscatiello General Manager at The Training Center

5.0 ★

Software Development Review from Dan Moscatiello

We evaluated several proposals and HashStudioz Technologies provided a solution that best fit our organization. There were several vendors and we were satisfied with our options and ultimately selected Fingent. The software had to account for company data, student data, course data and bring those data points together in a complete CRM package. The software is effective and improving our business efficiency and performance. Overall, the engagement with HashStudioz Technologies yielded positive results.They collaborated well with us. Moreover, the team was responsive and accommodating to our needs and change requests.

Robert Learney Co-Founder & Director at Accunea Ltd.

5.0 ★

Software Development Review from Robert Learney

HashStudioz Technologies developed our devices UX/UI so we could view and pull data. The goal was to have interface capabilities to turn the data into explainer graphs and the ilk. At the beginning of the project, I provided HashStudioz Technologies team with Arduino-based demo boards that interacted with specialized frontend hardware that captured usable data. I also gave HashStudioz Technologies information about the protocol and data format I was using. HashStudioz Technologies delivered a usable UX/UI that met our needs within two sprints, despite working with hardware they had no experience with. we were satisfied with HashStudioz Technologies's work and project management we had sprint review meetings and project progress meetings with the project manager.

Sam Forline Owner at Blue Collar Scholars

5.0 ★

Software Development Review from Sam Forline

We needed to transfer software tech stack of our company and improved the front-end design. Virva first helped us set up our Azure tech stack and transfer the code base. They enhanced the front-end interface, built new customer dashboards, and developed additional modules. They delivered a ready applications now live with our customers. Their model of assigning dedicated developers ensures consistent resources and outstanding work quality. Working with Virva feels like a partnership, and they have also made strategic connections to support our growth.

Jim Windgassen Engineering Fellow at Northrop Grumman

5.0 ★

Web Design Review from Jim Windgassen

we wanted virva to redesign our website for a transformative experience for our Defense and Space Manufacturing business. Their team thoroughly understood our industry's unique demands and delivered a site that is not only visually stunning but also highly functional and secure. The new design effectively showcased our capabilities and projects, enhancing our credibility and appeal to clients and stakeholders. Throughout the project, virva maintained clear and consistent communication, ensuring our vision and requirements were met. They adhered to deadlines meticulously and demonstrated exceptional professionalism and expertise. The responsive design has greatly improved user experience across all devices, and the site's enhanced performance has significantly boosted our online presence and engagement.

Storey Jones Founder& CEO at dtour.life

5.0 ★

SEO Review from Storey Jones

Our leads have increased fourfold and our keywords are now ranked well thanks to Virva. Monthly visits to the website also rose. We found the deliverables to be satisfactory. Their group was articulate, focused on the details, and informed.

Salama Ali Founder at Greenbill

5.0 ★

Startup Review from Salama Ali

I strongly give my recommendation to IT Craft developers teams. I had the most successful project management experience with their full ownership and execution of my ideas for the greenbill MVP. The team is reliable and working with integrity across all of the project phases and aspects. You will find them always available and punctual. Finally I would remark their services as Excellent project Managment, planning and meeting deadlines.

Mustafa Alhashmi Founder at ٍSmart Navigation System

5.0 ★

Mobile App Development Review from Mustafa Alhashmi

With IT Craft team we have managed to design and implement location-based solutions that are among the best in the world. Indoor location solutions, school bus system and 3D buildings with VR. IT craft team has shown ultimate level of integrity, innovative design, high quality, and timely delivery. We strongly recommend the partnership with IT Craft as this well lead to sustainable value creation and delivery

Kjael Skaalerud Managing Partner at Skaling Ventures

5.0 ★

Software Development Review from Kjael Skaalerud

Start Matter is an exceptional development agency that executed on a project many said couldn't be done due to the level of tech debt in play. They are professional in everyway - from project management and communication, to execution and thoughtful strategic advice. HIGHLY recommend!

Murray Gray Founder at Xperiencify

5.0 ★

Software Development Review from Murray Gray

Our experience working with Start Matter was incredible. In a haystack full of development firms who over-promise and under-deliver, feel lucky to have found them.

Peter Ryan Owner at Ryan strategic advisory

5.0 ★

Phone Answering Services Review from Peter Ryan

With a background in providing both digital and voice-based interactions, RAYA has cultivated a series of clients throughout the region, across both mature and emerging verticals.

David Rickard Vice President at Everest Group

5.0 ★

Call Centers Review from David Rickard

Raya CX leverages strategic partnerships with leading technological providers and its own proprietary solutions like RCX Connect, RCX Pulse, and RCX ERP to provide end-to-end digital CX services. In the EMEA region, it is known for its proactive problem-solving, pricing structure, operational efficiency, and relational management. In 2022, it has achieved substantial revenue growth by diversifying into new industries, expanding delivery locations, and enhancing digital engagements.

Debi Hamill CEO at IAOP

5.0 ★

Call Centers Review from Debi Hamill

A big thank you and congratulations to the companies named to the 2022 Global Outsourcing 100® for rising to the occasion in a particularly challenging year”, said IAOP CEO, Debi Hamill. “Your tenacity, grit, and leadership were critical to ensuring our industry came out the other side of the global pandemic and we’re pleased to recognize you for your quality and performance excellence.

Jarrell A. Green, MBA-DA CEO-FOUNDER at KourtLit, Inc.

5.0 ★

Small Businesses Website Development Review from Jarrell A. Green, MBA-DA

AutomateNexus built our entire e-commerce website for KourtLit from scratch. We sell portable pickleball court LED projectors and needed a professional storefront that could handle orders, inventory, and customer communication. They delivered a modern, mobile-friendly site with a smooth checkout flow, backend database for order and inventory management, and automated email sequences for order confirmations, shipping updates, and follow-ups. They also set up our SEO foundation so we're positioned to rank for product searches. What stood out was their BYOK approach we own everything they built. No recurring platform fees, no vendor lock-in. They finished the entire project in July 2025 and handed it off with full documentation and training. If you need an e-commerce site built fast and built right, these are the people to call.

Arionne Patterson M.S. Owner at Curated Travel For You

5.0 ★

AI Development Review from Arionne Patterson M.S.

We hired AutomateNexus to build a new website for our boutique travel agency, and they delivered far more than we expected. Erin and the team built us a custom website, client portal, and admin dashboard from scratch plus set up automations that completely changed how we run the business. Before working with them, we were drowning in manual tasks: sending confirmations, chasing documents, following up with leads. Now most of that runs automatically. The client portal lets our travelers access their itineraries and documents anytime, and the admin backend makes managing bookings so much easier. What impressed us most was the strategic thinking. They didn't just build what we asked for they helped us rethink our entire workflow and showed us where AI and automation could save us time. We're saving 15-20 hours a week on admin work we used to do manually. Communication was excellent throughout, delivery was on time, and the final product exceeded expectations. If you're a small business looking to modernize your operations without getting locked into expensive monthly software, I highly recommend AutomateNexus.

Evan Merali Managing Director at Raymond James

5.0 ★

Web Development Review from Evan Merali

We had a great experience working with Ezulix for the Web Development project. We were already impressed with their prolific experience in the same field coupled with reasonable pricing. Our project was complex and the architect at Ezulix conducted thorough review and displayed an impeccable understanding of the the functionalities and implementations. All of the deliveries were made in the timely manner. We highly recommend their services to anyone looking for blockchain application development.

robert burr Executive Vice President at Prince Contracting, LLC

5.0 ★

Software Development Review from robert burr

Ezulix has focus on a highly responsive portfolio management solution capable of handling thousands of large, complex projects. The agency developed core technologies for the platform while collaborating closely with their team. Although remote work posed some challenges, we remarked that Ezulix's efficient project manager worked diligently to solve communication issues.

Ruth McMenamin Head of Marketing at Canopy & Stars

5.0 ★

eCommerce Development Review from Ruth McMenamin

The team rarely encounters a design that truly leaves them in awe, but Ezulix's work perfectly captured the desired temperament and even surpassed expectations. The feedback from existing users familiar with the old website has been overwhelmingly positive. Every aspect of the UX/UI design contributed to creating a website beyond what was initially envisioned. The team wholeheartedly recommends Ezulix for exceptional design solutions.

Marc Dodd Founder at Technology Company

5.0 ★

Online Reputation Management Review from Marc Dodd

Working with Commerx has been a great experience. They are a strong group with solid industry experience and are always looking at new ways to improve results for their clients.

Jesal Odedra Owner at Technology Company

5.0 ★

Reputation Management Review from Jesal Odedra

We hired Commerx to build an interactive online tool to give the eCampusAlberta team the capability to manage and complete our online course quality reviews. Their team was able to develop an effective online tool that also met our special requirements around hosting, intellectual property and security.

Meenakshi Bilwal Mid-Senior Level at CloudsR Technology

5.0 ★

Data Science Review from Meenakshi Bilwal

The solution provided by the Spiral Mantra team involved creating a data identity to identify and extract the right data when needed using DDL; this made it easier for the data team to extract data much faster when needed. The solution improved decision making with reports that are formed with processed data. This has not only improved their overall loan management system but has created a sustainable and future-proof pipeline of data.