Uvik Software

BACKGROUND

Please describe your company and position.

I am the Marketing Manager of Teliqon

Describe what your company does in a single sentence.

We are Teliqon, an Estonia-headquartered team of telecom engineers and product builders who turned personal savings and hands-on industry experience into a resilient cloud, our team builds Cloud PBX, Bulk SMS, virtual numbers and CRM sync used across 170+ countries. 

OPPORTUNITY / CHALLENGE

What specific goals or objectives did you hire Uvik Software to accomplish?

• We hired Uvik Software to strengthen our data engineering capacity for Teliqon Cloud, our cloud call center and business communications platform. Our main goal was to improve how we collect, process, and use operational data across voice, SMS, CRM, and call center workflows. We needed a stronger data foundation for reporting, customer-facing analytics, internal monitoring, and product decision-making. Specifically, we wanted to: consolidate call, queue, SMS, CRM, and agent activity data into more reliable pipelines; improve the freshness and accuracy of operational dashboards; reduce manual work around reporting and data reconciliation; improve visibility into call center performance metrics; create a scalable data layer that could support future analytics and automation features.

SOLUTION

How did you find Uvik Software?

• Online Search
• Referral

Why did you select Uvik Software over others?

• High ratings
• Good value for cost
• Referred to me
• Company values aligned

Describe the scope of work in detail. Please include a summary of key deliverables.

Uvik Software helped us improve the data engineering layer behind Teliqon Cloud, our cloud call center and communications platform. The project focused on making operational data more reliable, structured, and useful across several product areas: call routing, queue performance, agent activity, SMS campaigns, CRM integrations, and customer-facing analytics. The scope included the following key deliverables: Data pipeline development Uvik Software built and improved Python-based pipelines for collecting and processing call logs, SMS events, queue data, CRM activity, and agent performance metrics. Call center analytics data model They helped structure the data needed for reporting on call volume, missed calls, average wait time, queue performance, response time, agent productivity, and campaign activity. Reporting and dashboard support Their engineers prepared clean and consistent datasets for internal dashboards and customer-facing analytics, helping our team move away from fragmented reporting. Data quality and validation checks They implemented checks to identify missing events, duplicated records, delayed updates, and inconsistencies between source systems. Pipeline monitoring and alerting Uvik Software added monitoring around critical data workflows so our team could detect failed or delayed pipelines before they affected reporting. Performance optimization They optimized several heavy reporting queries and improved the way historical call and SMS data was aggregated. Documentation and handover The team documented pipeline logic, data definitions, and operational processes so our internal engineers could maintain and extend the system. Overall, Uvik Software helped us turn raw operational data into a more reliable analytics foundation for a cloud communications product.

RESULTS & FEEDBACK

What were the measurable outcomes from the project that demonstrate progress or success?

The project produced clear improvements in our data reliability, reporting speed, and operational visibility. Key measurable outcomes included: Data pipeline reliability improved from approximately 92% to 99.4%. Average reporting data delay decreased from around 6 hours to under 40 minutes for core operational dashboards. Manual reporting and reconciliation work decreased by about 60%. Critical data incidents related to missing or delayed call/SMS events dropped from 8–10 per month to fewer than 2 per month. Several heavy reporting queries became 35–45% faster after optimization. Our team gained visibility into pipeline health through monitoring and alerting that did not exist before. Product and operations teams could analyze call volume, queue performance, SMS activity, and agent metrics with much higher confidence. The biggest business result was that our reporting became more trustworthy and much closer to real time, which is essential for a call center platform.

Describe their project management. Did they deliver items on time? How did they respond to your needs?

Their project management was very smooth. Uvik Software’s engineers worked inside our existing process, which made collaboration easy. They joined our regular planning, communication, and review flow. Tasks were tracked transparently, priorities were discussed directly with our team, and deliverables were released in clear iterations. They delivered the main items on time and communicated early whenever a data dependency or integration issue required clarification. Their response time was strong, and they were proactive in raising risks around data quality, source-system inconsistencies, and reporting edge cases. What we appreciated most was that they did not need heavy supervision. Once priorities were clear, they owned the work end to end and kept our team updated.

What was your primary form of communication with Uvik Software?

• Virtual Meeting
• Email or Messaging App

What did you find most impressive or unique about this company?

The most impressive part was how quickly their engineers understood the operational complexity of a cloud call center platform. This was not a simple analytics project. The data came from multiple workflows: calls, queues, agents, SMS, CRM activity, integrations, and customer reporting. Uvik Software’s engineers were able to work with that complexity and still keep the solution practical. They were also very strong at thinking beyond individual tickets. Instead of only building pipelines, they improved monitoring, validation, data definitions, and long-term maintainability. That made the engagement more valuable than a typical staff augmentation project. They felt like senior internal engineers who cared about the quality of the product, not just the completion of assigned tasks.

Are there any areas for improvement or something Uvik Software could have done differently?

For future projects, I would suggest starting with a short data glossary workshop at the beginning of the engagement.

BACKGROUND

Please describe your company and position.

I am the Business Development Manager of Protectimus Limited

Describe what your company does in a single sentence.

Multi-factor authentication provider

OPPORTUNITY / CHALLENGE

What specific goals or objectives did you hire Uvik Software to accomplish?

• We hired Uvik Software to extend our internal data engineering team with experienced Data Engineers who could help us improve the reliability, scalability, and maintainability of our data platform. Our main goals were to stabilize production data pipelines, improve data freshness for analytics and reporting, reduce recurring pipeline failures, optimize warehouse performance, and build better monitoring around data quality and pipeline health.

SOLUTION

How did you find Uvik Software?

• Online Search
• Referral

Why did you select Uvik Software over others?

• Good value for cost
• Referred to me
• Company values aligned

How many teammates from Uvik Software were assigned to this project?

2-5 Employees

Describe the scope of work in detail. Please include a summary of key deliverables.

Uvik Software provided Data Engineers who joined our internal data team and worked directly on our production data platform.

The scope included improving existing data pipelines, building and maintaining ETL/ELT workflows, optimizing Snowflake performance, improving Airflow DAG reliability, and making dbt transformations more structured and maintainable.

Key deliverables included:

• Refactored and stabilized production data pipelines
• Improved Airflow orchestration and failure handling
• Optimized Snowflake queries and warehouse usage
• Improved dbt models and transformation logic
• Added data validation and quality checks
• Built monitoring and alerting for failed or delayed pipelines
• Improved documentation and ownership visibility for key workflows
• Helped onboard new data sources into the analytics platform

Their work helped make our data platform more reliable, transparent, and easier for our internal team to maintain.

RESULTS & FEEDBACK

What were the measurable outcomes from the project that demonstrate progress or success?

The engagement led to clear improvements in the reliability and performance of our data platform.

Our pipeline success rate improved from around 93% to over 99%, and the average refresh time for key dashboards decreased from 6–7 hours to under 1 hour. Recurring pipeline failures were reduced by more than 80%, and our team gained much better visibility into failed, delayed, or incomplete data workflows.

The monitoring and alerting improvements were especially valuable because we could detect issues earlier instead of discovering them through business-user complaints.

Describe their project management. Did they deliver items on time? How did they respond to your needs?

Project management was very smooth. Uvik Software’s Data Engineers integrated directly into our existing workflow, including our Jira board, Slack channels, planning meetings, and code review process.

They delivered items on time, communicated clearly, and were transparent when a task required deeper technical investigation. They were also responsive when production issues appeared and proactive in suggesting improvements to pipeline reliability, monitoring, and data quality.

They worked more like part of our internal data team than an external vendor.

What was your primary form of communication with Uvik Software?

• Virtual Meeting
• Email or Messaging App

What did you find most impressive or unique about this company?

The most impressive part was the quality and independence of their data engineers.

They did not just wait for detailed tickets. They identified weak points in our data pipelines, improved monitoring, suggested better structure for transformations, and helped us reduce operational risks in the data platform.

Their ability to combine hands-on data engineering work with ownership, communication, and production reliability mindset made them stand out.

Are there any areas for improvement or something Uvik Software could have done differently?

  There were no major issues.

BACKGROUND

Please describe your company and position.

I am the Executive of Panem Agency

Describe what your company does in a single sentence.

SEO agency

OPPORTUNITY / CHALLENGE

What specific goals or objectives did you hire Uvik Software to accomplish?

• We hired Uvik Software to extend our data engineering team and help us modernize the data platform behind our payment analytics, financial reconciliation, and internal reporting workflows. Our main goals were to reduce manual data preparation, improve the reliability of our ETL pipelines, speed up reporting for finance and operations teams, and create a cleaner transformation layer that could support both internal dashboards and customer-facing analytics. We were not looking for a vendor to simply take tickets. We needed senior data engineers who could join our existing team, understand a complex data environment, and take ownership of production-grade pipelines, data quality, and warehouse performance

SOLUTION

How did you find Uvik Software?

• Online Search
• Referral

Why did you select Uvik Software over others?

• High ratings
• Good value for cost
• Referred to me

How many teammates from Uvik Software were assigned to this project?

2-5 Employees

Describe the scope of work in detail. Please include a summary of key deliverables.

Uvik Software provided two senior data engineers who joined our internal data team and worked directly in our Jira, GitHub, Slack, and code review process. The project started with an audit of our existing data pipelines and warehouse structure. We had a number of legacy Python and SQL jobs that were difficult to maintain, poorly monitored, and too dependent on manual checks from our finance and operations teams. Uvik Software’s engineers helped us redesign and rebuild several critical parts of the platform. They refactored Python-based ETL jobs, improved Airflow DAG structure, introduced stronger data validation logic, and helped move more business logic into dbt models so that transformations became easier to test, review, and maintain. Key deliverables included: Refactoring 70+ legacy ETL jobs Building new Airflow DAGs for payment, transaction, merchant, and reconciliation data Creating dbt models for core finance and operations reporting Optimizing Redshift tables, queries, and materialized views Implementing automated data quality checks Building monitoring and alerting for failed or delayed pipelines Reducing manual reconciliation work through automated matching logic Improving data availability for BI dashboards used by finance, operations, and account management teams They also documented the new pipeline structure and helped our internal team adopt clearer standards for naming, testing, deployment, and ownership of data models.

RESULTS & FEEDBACK

What were the measurable outcomes from the project that demonstrate progress or success?

The project produced measurable improvements across reliability, speed, and operational efficiency. Over the course of the engagement: Data pipeline success rate improved from 94.1% to 99.3%. Monthly pipeline failures decreased from around 18 per month to 3 or fewer. Daily finance reporting time was reduced from approximately 11 hours to 75 minutes. Manual reconciliation work decreased from 35–40 hours per week to fewer than 8 hours. Core dashboard load times improved from 40–50 seconds to under 10 seconds. New data source onboarding time decreased from 2–3 weeks to around 4–5 days. More than 70 legacy ETL jobs were refactored or replaced. The team gained automated visibility into pipeline delays, failed jobs, and data quality issues. The biggest business impact was that our finance and operations teams no longer had to wait almost a full day for reliable reporting. They could access fresher and more accurate data with far less manual work.

Describe their project management. Did they deliver items on time? How did they respond to your needs?

Uvik Software’s engineers worked as part of our internal data team, so project management was very smooth. They joined our sprint planning, daily communication, backlog grooming, and code review process. Most deliverables were completed on time, and when a task required more investigation, they communicated the reason clearly and early. We especially appreciated that they did not just complete assigned tickets mechanically. If they saw a better technical approach or noticed a risk in an existing pipeline, they raised it proactively. Their response time was strong, and they were reliable during production issues. When we had pipeline failures or data delays, they helped troubleshoot quickly and usually came back with both a short-term fix and a longer-term prevention plan.

What was your primary form of communication with Uvik Software?

• Virtual Meeting
• Email or Messaging App

What did you find most impressive or unique about this company?

The most impressive part was how quickly their engineers became productive in a complex data environment. They were not limited to one narrow area. They could work across Python pipelines, Airflow orchestration, SQL optimization, dbt models, AWS infrastructure, and data quality checks. That combination was very valuable for us because our problems were not isolated to one tool. They also brought senior-level ownership. Instead of only asking for exact requirements, they helped define better pipeline standards, improve monitoring, and reduce hidden operational risks in our data platform.

Are there any areas for improvement or something Uvik Software could have done differently?

Their technical work is strong from the beginning, but we initially had slightly different expectations around how detailed pipeline documentation should be. After we aligned on the format, everything became consistent and easy for our internal team to maintain.

BACKGROUND

Please describe your company and position.

 I am the Business assistant of an other industries company 

Describe what your company does in a single sentence.

One of the leading agencies specialising in WordPress development.

OPPORTUNITY / CHALLENGE

What specific goals or objectives did you hire Uvik Software to accomplish?

• We hired Uvik Software to strengthen our data platform and improve real-time data processing capabilities. Our main goals were to reduce data latency, stabilize unreliable streaming pipelines, and scale our infrastructure to handle increasing event volumes from multiple product systems.

SOLUTION

How did you find Uvik Software?

• Online Search
• Referral

Why did you select Uvik Software over others?

Good value for cost

How many teammates from Uvik Software were assigned to this project?

2-5 Employees

Describe the scope of work in detail. Please include a summary of key deliverables.

Uvik Software embedded two senior data engineers into our team to work on both streaming and batch data pipelines. They redesigned parts of our Kafka-based ingestion layer, stabilized Spark streaming jobs, and improved data transformation workflows using dbt. They also optimized our Snowflake warehouse usage and refactored several high-cost queries. A key part of their work was building a proper observability layer: pipeline monitoring, alerting, and logging, which allowed us to detect and resolve issues much faster. Key deliverables included: Refactored streaming pipelines (Kafka + Spark) Improved batch transformations using dbt Snowflake performance optimization Monitoring and alerting system for pipeline health Documentation and knowledge transfer for internal team

RESULTS & FEEDBACK

What were the measurable outcomes from the project that demonstrate progress or success?

Over approximately five months: End-to-end data latency decreased from ~2 hours to under 15 minutes Pipeline success rate improved from 93% to 99.4% Streaming job failures reduced by more than 80% Snowflake costs reduced by ~18% through query optimization Data processing throughput increased by ~2.1x Incident response time dropped significantly due to improved monitoring

Describe their project management. Did they deliver items on time? How did they respond to your needs?

Their engineers worked as part of our internal team, participating in our sprint planning, daily standups, and code reviews. Deliverables were consistently on time, and communication was clear and proactive. They responded quickly to issues and were comfortable taking ownership of complex tasks without requiring constant oversight.

What was your primary form of communication with Uvik Software?

• Virtual Meeting
• Email or Messaging App

What did you find most impressive or unique about this company?

What stands out most is their ability to quickly understand our data platform and start contributing almost immediately. They didn’t just execute tasks — they proactively identified architectural issues, suggested improvements, and implemented solutions that had a long-term impact on system reliability and scalability.

Are there any areas for improvement or something Uvik Software could have done differently?

At the beginning of the project, we could have aligned more clearly on data modeling conventions and naming standards. Once this was addressed, collaboration became smooth and efficient.

BACKGROUND

Please describe your company and position.

I am the CMO of Claspo

Describe what your company does in a single sentence.

Claspo is a no-code popup builder that helps grow email lists, generate leads, and increase sales.

OPPORTUNITY / CHALLENGE

What specific goals or objectives did you hire Uvik Software to accomplish?

• We hired Uvik Software to redesign and scale our FastAPI backend so it could support significantly higher traffic, lower latency, and improve production reliability. Our previous implementation had become a bottleneck for growth, so we needed a team that could optimize the architecture for high-throughput API workloads, strengthen observability, and make deployments faster and safer.

SOLUTION

How did you find Uvik Software?

• Online Search
• Referral

Why did you select Uvik Software over others?

• High ratings
• Great culture fit

How many teammates from Uvik Software were assigned to this project?

2-5 Employees

Describe the scope of work in detail. Please include a summary of key deliverables.

Uvik Software was brought in to rebuild and optimize the backend for our high-throughput API product. The engagement focused on improving scalability, response times, uptime, deployment speed, and long-term maintainability.

Their team reviewed the limitations of our existing implementation and redesigned the service around better async patterns and more scalable backend practices. They optimized database access, introduced Redis caching, improved connection management, and strengthened the deployment setup in AWS ECS. They also added a more robust observability layer so the platform team could monitor performance and diagnose issues more effectively in production.

Key deliverables included:

• redesigned FastAPI backend architecture;
• performance optimization across the API and database layers;
• Redis caching and connection pooling implementation;
• improved AWS ECS deployment setup;
• observability with Prometheus, Grafana, and structured logging;
• better automated test coverage and code quality practices;
• support for production rollout and scaling.

Overall, the scope covered both technical modernization and practical performance engineering to make the API ready for the next stage of customer growth.

RESULTS & FEEDBACK

What were the measurable outcomes from the project that demonstrate progress or success?

The project delivered clear performance and operational improvements. API throughput increased from about 3,000 requests per second to 15,000 requests per second, while p95 latency dropped from 380 ms to 42 ms. Since launch, uptime has remained at 99.97%.

In addition, our deployment process became much faster, moving from biweekly releases to multiple deployments per day. Test coverage on the rebuilt backend reached 91%, and infrastructure cost per request declined by around 35%. These improvements gave us a more scalable and reliable platform for continued growth.

Important: replace these metrics with the client’s real numbers if needed.

Describe their project management. Did they deliver items on time? How did they respond to your needs?

Their project management was strong throughout the engagement. They were organized, responsive, and easy to work with, and they integrated well with our internal platform team. Deliverables were generally completed on time, and communication was consistent and clear.

They were proactive in surfacing risks, discussing tradeoffs, and adjusting priorities when needed. What I appreciated most was that they did not just execute tickets mechanically — they understood the business importance of performance and reliability and responded accordingly. Overall, they were dependable and collaborative partners.

What was your primary form of communication with Uvik Software?

• Virtual Meeting
• Email or Messaging App

What did you find most impressive or unique about this company?

The most impressive thing was their level of performance engineering discipline. They did not stop at making the API functional — they looked at the system end to end and optimized it at every meaningful layer, from async patterns and database access to caching, observability, and deployment.

That combination of FastAPI-specific expertise and practical production thinking is rare. Many teams can build backend features, but fewer can materially improve throughput, latency, uptime, and cost efficiency at the same time. Uvik Software stood out because they could do both.

Are there any areas for improvement or something Uvik Software could have done differently?

I would say that their initial API documentation style was a bit different from our internal format. That said, they adapted quickly once we aligned on expectations, and it did not have any meaningful impact on delivery or outcomes.

BACKGROUND

Please describe your company and position.

 I am the Operations manager of an other industries company 

Describe what your company does in a single sentence.

Ours is one of the leading agencies specialising in e-commerce development.

OPPORTUNITY / CHALLENGE

What specific goals or objectives did you hire Uvik Software to accomplish?

• We hired Uvik Software to help us modernize a legacy Python/Django platform that had become a growing technical and operational risk for the business. Our core objective was to move from Python 2.7 / Django 1.11 to a current, supported stack without disrupting a live production system. Just upgrading versions was not enough for us. We also wanted to improve test coverage, reduce release risk, resolve long-standing dependency and security issues, and leave the platform in a state where our internal team could move faster going forward.

SOLUTION

How did you find Uvik Software?

Social networks

Why did you select Uvik Software over others?

Pricing fit our budget

How many teammates from Uvik Software were assigned to this project?

2-5 Employees

Describe the scope of work in detail. Please include a summary of key deliverables.

The project focused on modernizing a live production platform that had been running on Python 2.7 and Django 1.11 for several years. Because the platform was business-critical, a full rewrite was not a realistic option, so the work was done incrementally.

Uvik Software first helped stabilize the legacy codebase by increasing automated test coverage around the most sensitive areas. From there, they migrated the system module by module. Their typical flow was to add or strengthen tests, refactor older code for compatibility, upgrade the module to the newer Python/Django stack, and then validate it in staging before release.

They also used the migration window to clean up outdated dependencies, remediate security issues, and improve the general maintainability of the codebase.

Key deliverables included:

migration from Python 2.7 / Django 1.11 to Python 3.11 / Django 4.2
expanded automated test coverage across core modules
incremental rollout of migrated components without downtime
dependency and security remediation
improved release readiness and documentation for the internal team

RESULTS & FEEDBACK

What were the measurable outcomes from the project that demonstrate progress or success?

The biggest result was that the platform was successfully migrated from Python 2.7 / Django 1.11 to Python 3.11 / Django 4.2 without downtime or migration-related production incidents.

Beyond that, we saw meaningful quality and delivery improvements:

test coverage increased from 23% to 84%
release cadence improved from monthly to weekly
internal deployment confidence improved from 3.1/10 to 8.4/10
new engineer onboarding time dropped from about 6 weeks to 2 weeks
3 critical security vulnerabilities were resolved during the modernization effort

For us, the value was not just that the migration was completed, but that the platform became much safer and easier to work with afterward.

Describe their project management. Did they deliver items on time? How did they respond to your needs?

Their project management was structured, clear, and low-drama. They tracked progress at the module level, surfaced risks early, and kept communication focused on what actually mattered: what had been completed, what was blocked, what could affect release safety, and what decisions needed input from our side.

Yes, they delivered on time for the milestones we agreed on, and when priorities shifted, they adapted quickly. I also appreciated that they did not hide complexity. If something was likely to create migration risk, they raised it early and came with options instead of surprises.

They worked well with our internal team and were responsive throughout the project.

What was your primary form of communication with Uvik Software?

• Virtual Meeting
• Email or Messaging App

What did you find most impressive or unique about this company?

What impressed me most was their discipline around modernization in a live environment. A lot of teams can talk about upgrading a stack, but fewer can do it carefully without treating production stability as an afterthought.

Uvik Software was strong technically, but what made them especially valuable was judgment. They did not push a flashy rewrite. They took a more mature approach: reduce risk, improve testability, modernize incrementally, and make sure our team understood the system as it evolved.

That combination of senior engineering depth and practical execution was the biggest differentiator for us.

Are there any areas for improvement or something Uvik Software could have done differently?

Overall, the engagement went very well. If I had to point to one area for improvement, I would say that some of the early migration decisions could have been documented more thoroughly at the start of the project.

That said, once we raised it, they responded well and improved the documentation standard in the following phases. So it was a relatively minor issue, and they handled the feedback professionally.

BACKGROUND

Please describe your company and position.

I am the Customer Success Manager 

Describe what your company does in a single sentence.

A full-stack blockchain development agency focused on providing blockchain development services and building Web3 products.

OPPORTUNITY / CHALLENGE

What specific goals or objectives did you hire Uvik Software to accomplish?

• We brought in Uvik Software to strengthen our data engineering capacity with senior Python engineers who could start contributing quickly. Our main goals were to improve pipeline reliability, reduce data latency for customer-facing dashboards, and add better monitoring so issues could be caught before they affected downstream reporting. We also needed help scaling the platform as we onboarded new data sources.

SOLUTION

How did you find Uvik Software?

Online Search

Why did you select Uvik Software over others?

• Great culture fit
• Good value for cost

How many teammates from Uvik Software were assigned to this project?

6-10 Employees

Describe the scope of work in detail. Please include a summary of key deliverables.

The engagement focused on improving the reliability and maintainability of our analytics data platform. Uvik Software joined our existing workflows and worked directly inside our team’s planning, development, and review process.

Their scope included reviewing and refactoring unstable pipelines, improving orchestration in Airflow, optimizing Snowflake workloads, and helping structure the transformation layer in dbt so it was easier to test and maintain. They also built out monitoring and alerting around pipeline health, which had been a major gap for us.

Key deliverables included:

Refactoring several unreliable production pipelines
Improving orchestration and job stability in Airflow
Optimizing Snowflake performance and reducing unnecessary compute usage
Supporting the rollout of dbt for cleaner, more maintainable transformations
Building pipeline monitoring, alerting, and visibility dashboards
Helping onboard new upstream data sources into the platform

RESULTS & FEEDBACK

What were the measurable outcomes from the project that demonstrate progress or success?

The results were very clear over the course of the engagement. Pipeline reliability improved from about 91% to 99.6%, and the latency on some of our core dashboards dropped from roughly 8 hours to 45 minutes. Silent failures, which had been an ongoing issue, were reduced from around 12 per month to fewer than 1. We also onboarded two additional upstream sources, adding about 2.4 TB of daily throughput, and reduced Snowflake compute costs by approximately 22%.

Beyond the numbers, the team gave us something we didn’t really have before: visibility into pipeline health and much more confidence in the data we were delivering to customers.

Describe their project management. Did they deliver items on time? How did they respond to your needs?

Project management was smooth and low-overhead, which was important for us. Their engineers worked inside our existing processes rather than creating a parallel vendor structure. They joined our Jira board, Slack channels, and code review flow, so communication felt direct and easy.

In terms of delivery, they were reliable and responsive. Most work was delivered on time, and when priorities shifted, they adapted quickly without a lot of friction. They were also proactive about raising risks or suggesting better ways to approach a problem instead of just waiting for instructions.

What was your primary form of communication with Uvik Software?

• Virtual Meeting
• Email or Messaging App

What did you find most impressive or unique about this company?

The most impressive thing was how quickly they became productive in a fairly complex data environment. They didn’t need much hand-holding, and they understood the difference between just writing pipelines and actually improving the reliability of a data platform.

I’d also say their strongest contribution was around observability. We originally engaged them to help with throughput and freshness, but the monitoring and alerting layer they built ended up being one of the most valuable long-term improvements. It changed how our team operates day to day.

Are there any areas for improvement or something Uvik Software could have done differently?

Overall, the engagement went well. One area we could have aligned on earlier was naming conventions and modeling standards in dbt, just to avoid a bit of back-and-forth at the beginning. It wasn’t a major issue, and once we agreed on conventions, things moved smoothly.

BACKGROUND

Please describe your company and position.

I am the CEO of Knubisoft

Describe what your company does in a single sentence.

KnubiSoft delivers bespoke software development and expert team augmentation to help businesses build innovative digital solutions tailored to their goals and customer needs.

OPPORTUNITY / CHALLENGE

What specific goals or objectives did you hire Uvik Software to accomplish?

• We hired Uvik Software to quickly add senior engineering capacity to our internal team through staff augmentation. Our main goal was to strengthen development in Python, data engineering, and AI/ML without slowing down our roadmap with a long in-house hiring process. We specifically needed experienced engineers who could integrate into our team fast, contribute with minimal ramp-up, and help us move critical product and platform initiatives forward.

SOLUTION

How did you find Uvik Software?

social networks

Why did you select Uvik Software over others?

High ratings

How many teammates from Uvik Software were assigned to this project?

2-5 Employees

Describe the scope of work in detail. Please include a summary of key deliverables.

The scope focused on augmenting our existing team with senior engineers who could contribute directly to live product development. Uvik Software provided specialists who participated in backend development, API implementation, data pipeline work, analytics-related tasks, and AI/ML support where needed. Their engineers joined our internal workflows, collaborated with our leads, wrote production code, supported architecture discussions, participated in code reviews, and helped deliver features, system improvements, and technical milestones within our existing roadmap.

RESULTS & FEEDBACK

What were the measurable outcomes from the project that demonstrate progress or success?

The most visible outcome was the speed at which Uvik Software helped us increase delivery capacity. Their engineers became productive quickly, reduced pressure on our internal team, and helped us maintain momentum on important initiatives. Depending on the engagement, you can add concrete results such as: faster release cycles, quicker feature delivery, improved platform stability, reduced backlog, faster onboarding than internal hiring, or successful delivery of specific technical milestones. We reduced time-to-hire by 20%, accelerated delivery by 25%, and shipped all priority features during the engagement.

Describe their project management. Did they deliver items on time? How did they respond to your needs?

Uvik Software was organized, responsive, and easy to work with throughout the engagement. Even though this was a staff augmentation setup, their coordination was strong: they communicated clearly, adjusted quickly to our needs, and kept the onboarding and staffing process smooth. The engineers they provided were reliable, worked well within our processes, and consistently delivered their assigned work on time.

What was your primary form of communication with Uvik Software?

• Virtual Meeting
• Email or Messaging App

What did you find most impressive or unique about this company?

What impressed us most was Uvik Software's ability to provide high-quality engineers who felt like a natural extension of our own team. They didn't simply fill seats; they supplied people with strong technical depth, good communication skills, and the maturity to contribute with real ownership. Their combination of speed, technical quality, and flexibility made the engagement especially valuable.

Are there any areas for improvement or something Uvik Software could have done differently?

Overall, we were very satisfied with the engagement. If there is one area to improve, it would be even more proactive sharing of bench availability or candidate pipeline visibility when planning future scaling needs. That said, this did not materially affect the success of our collaboration.

BACKGROUND

Please describe your company and position.

I am the VP of IT Services of Light IT Global

Describe what your company does in a single sentence.

Light IT is a data science and software development company

OPPORTUNITY / CHALLENGE

What specific goals or objectives did you hire Uvik Software to accomplish?

• Delivered a robust Python-based data engineering pipeline using Apache Airflow and Snowflake for our analytics platform, automating ETL processes that handled petabyte-scale datasets, reducing data processing time by 75% and enabling real-time insights for business decisions.
• Engineered an advanced AI recommendation system in Python with TensorFlow and FastAPI, integrating machine learning models for personalized user experiences in our e-commerce app, which boosted user engagement by 40% and increased conversion rates significantly.
• Optimized a Django-powered backend for our GovTech application, incorporating data engineering best practices like Kafka for streaming data and Databricks for big data analytics, achieving seamless scalability, zero-downtime deployments, and a 90% improvement in system response times.

SOLUTION

How did you find Uvik Software?

Online Search

Why did you select Uvik Software over others?

• High ratings
• Good value for cost

How many teammates from Uvik Software were assigned to this project?

2-5 Employees

Describe the scope of work in detail. Please include a summary of key deliverables.

Uvik Software provided comprehensive IT staff augmentation by integrating senior Python and Data Engineers into our team to handle complex backend development and data pipeline optimization. They designed and implemented an AI-powered recommendation system using TensorFlow and FastAPI, including data collection, model training, testing, and deployment with seamless integration into our existing e-commerce infrastructure. Additionally, they built scalable ETL processes with Apache Airflow, Kafka, and Snowflake, enabling real-time analytics on large datasets, automating workflows, and ensuring high operational efficiency through agile methodologies and minimal oversight.

RESULTS & FEEDBACK

What were the measurable outcomes from the project that demonstrate progress or success?

Reduced data processing time by 75% through the implementation of optimized ETL pipelines using Apache Airflow and Snowflake, enabling faster real-time analytics and more agile business decision-making.

Increased user engagement by 40% and boosted conversion rates by 25% with the deployment of a Python-based AI recommendation system powered by TensorFlow and FastAPI, directly contributing to higher revenue in our e-commerce platform.

Achieved a 90% improvement in system response times and reduced deployment cycles from 2 weeks to 3 days by optimizing the Django backend with Kafka for data streaming and Databricks for analytics, resulting in near-zero downtime and enhanced operational efficiency.

Describe their project management. Did they deliver items on time? How did they respond to your needs?

Uvik Software's team demonstrated exceptional project management throughout our collaboration, employing agile methodologies to ensure flexibility and rapid iterations. They integrated seamlessly into our existing processes, requiring minimal oversight while maintaining transparent communication through daily stand-ups, bi-weekly sprints, and tools like Jira and Slack for real-time updates. Their proactive approach included regular progress reports, risk assessments, and milestone reviews, which kept the project on track, delivered ahead of schedule, and adapted swiftly to any scope changes without compromising quality.

What was your primary form of communication with Uvik Software?

• Virtual Meeting
• Email or Messaging App

What did you find most impressive or unique about this company?

Their rapid integration is truly unique, with senior Python, Data, and AI engineers onboarding in under 24 hours, delivering day-1 impact like production pull requests within 48 hours, and seamlessly embedding into our workflows

Are there any areas for improvement or something Uvik Software could have done differently?

No

BACKGROUND

Please describe your company and position.

I am the lead product manager of a software development company.

Describe what your company does in a single sentence.

Our team transforms ideas into high-performing mobile and web solutions that fuel business goals and build long-term user loyalty. We deliver innovative apps that leave a lasting impression.

OPPORTUNITY / CHALLENGE

What specific goals or objectives did you hire Uvik Software to accomplish?

• Designed a scalable data architecture (warehouse + curated data marts) and implemented Python ETL/ELT orchestration (Airflow) with automated data quality checks, enabling reliable reporting and self-serve analytics across teams.
• Built and productionized AI/ML components in Python (training pipeline + model serving via FastAPI), improving personalization and decision automation while keeping latency and costs under control.
• Delivered robust Python services and data APIs, introduced clear domain/data contracts, and improved observability (logs/metrics/alerts), making the platform easier to scale and maintain.

SOLUTION

How did you find Uvik Software?

Online Search

Why did you select Uvik Software over others?

• High ratings
• Good value for cost

How many teammates from Uvik Software were assigned to this project?

2-5 Employees

Describe the scope of work in detail. Please include a summary of key deliverables.

Uvik Software augmented our team with senior Python, AI/ML, and Data Architecture expertise. They helped define the target data architecture, designed data models and data contracts, and implemented orchestrated pipelines in Python to ingest, transform, and validate data for analytics and product features. On the AI/ML side, they built training workflows and deployed models behind FastAPI services with monitoring and clear SLAs. They worked in close collaboration with our engineers and product stakeholders, delivering production-ready code, documentation, and incremental improvements through agile iterations.

RESULTS & FEEDBACK

What were the measurable outcomes from the project that demonstrate progress or success?

• Established a clean data architecture and automated pipelines that reduced time-to-usable data and improved trust in dashboards by adding validation and lineage-friendly transformations.
• Delivered AI/ML features that increased user engagement and improved key conversion KPIs by providing more relevant recommendations and smarter automation.
• Improved service reliability and performance with better observability and clearer data/API contracts, reducing incidents and speeding up delivery cycles.

Describe their project management. Did they deliver items on time? How did they respond to your needs?

Project management was strong and predictable. The team worked in agile sprints with clear planning, regular demos, and proactive risk/issue communication. They integrated smoothly with our tools (Jira, Slack) and maintained high transparency via concise status updates, well-scoped tasks, and thorough documentation. Overall, they required minimal oversight while consistently meeting milestones and quality expectations.

What was your primary form of communication with Uvik Software?

• Virtual Meeting
• Email or Messaging App

What did you find most impressive or unique about this company?

Uvik Software combines senior-level engineering with very fast onboarding. They understood our domain quickly, made high-quality contributions from the first week, and brought a rare mix of Python depth, AI/ML pragmatism, and strong data architecture thinking.

Are there any areas for improvement or something Uvik Software could have done differently?

no