Python Consulting Services
Benefit from Experienced Consultants and Transparent Collaboration with ScienceSoft
In Python development since 2013 and in data analytics and data science since 1989, ScienceSoft offers comprehensive Python consulting services that stretch beyond pure advisory and may include practical help with implementation and support.
Python consulting services are a way to solve technical challenges of Python development at any stage of the app development project life cycle.
Scope of Python Consulting Services by ScienceSoft
For a new Python project
Development of a general-purpose Python app
- Designing the app architecture.
- Designing UX and UI.
- Configuring the required application infrastructure.
- Developing, integrating, testing and deploying the new Python-based app.
Development of a Python-based AI app
- Creating a data strategy.
- Data architecture design.
- Data warehousing with embedded data analytics capabilities.
- Training of machine learning models.
Development of a Python-based big data app
- Building a data lake.
- Building an operational data store and a data warehouse.
- Designing ETL/ELT processes.
- Big data quality management.
- Big data security management.
- Building OLAP cubes.
- Big data visualization.
Development of a Python-based BI solution
- Designing a BI software architecture.
- Setting up data governance (data quality management, data security, master data and metadata management, etc.)
- Developing BI solution components (a data lake, DWH, OLAP cubes, reports and dashboards).
- Adding data science capabilities, if necessary.
- BI solution quality assurance.
- Data migration, if necessary.
For existing Python code
- Python development since 2013.
- Data analytics and data science since 1989.
- Consultants, solution architects and data scientists with 5-20 years of practical experience.
- Expertise with large Python-based projects: 25+ FTE, ~ 30-40 microservices and over 80 CI/CD pipelines.
- Competencies in advanced techs (big data, IoT, AI/ML, AR/VR, AVI, blockchain, image analysis, etc.).
- 750+ experts onboard, including PMs, data scientists, QA, security, DevOps, and support engineers, to form all-around consulting and development teams.
Our Approach to Python Consulting
We create clear documentation describing the analysis we’ve done and our recommendations. In doing that, we guarantee that all project stakeholders can access the information and revisit the documents later if needed.
We give you access to our log tools and send regular reports to keep you up to date on the project progress.
Our service delivery timeframes
We have a well-organized process for Python consulting and can confidently deliver results within the shortest timeframe:
for Python code review
for Python application performance optimization
for Python architecture (re)design
for Python application performance assessment with recommendations
How ScienceSoft Measures and Improves Python Code Quality
Code rules and guidelines
- Following the Python style guide.
- Creating descriptive names for code variables.
- Leaving comments on what particular code functions do.
- Providing full code documentation with dependencies in a README file.
- Splitting code into short and focused units.
- Conducting unit tests.
- Keeping code portable.
- Using version control.
Code review practices
- Ad hoc review.
- Pull request.
Code quality metrics
- Maintainability index (MI).
- Cyclomatic Complexity (CC).
- Depth of Inheritance.
- Class Coupling.
- Lines of Code.
- Halstead Volume.
Choose Your Service Option
Long-term Python skills augmentation
We offer Python consultants and data scientists to help with challenging tasks in your Python-based projects.
- On-demand availability.
- Easy scaling up and down.
Python app development and evolution
ScienceSoft’s team takes over the responsibility for the design and development of a complete Python app or its part and offers the following cooperation options.
- Independent work (our PMs handle all the necessary communication and reporting according to the schedule).
- Work in close daily collaboration with your other teams. There may be mixed teams of ScienceSoft's and your employees.
Pricing Options for Python Consulting Services by ScienceSoft
Best for: Python tasks/projects with specific, measurable clear-cut deliverables.
You pay the price established by a contract.
Time & Material, Time & Material with a monthly/quarterly cap
Best for: Advisory activities (e.g., Python app architecture design/re-design), agile Python app development, Python app evolution (introducing substantial code changes or adding new functionality).
You receive the end-of-the-month invoice based on the hours or efforts reported per month (under the stated upper limit in case of T&M with a cap).