Python Institute Guaranteed-to-Run

Python for Data Handling, Visualization, and API Development

The Python for Data Handling, Visualization, and API Development course by Python Institute equips data analysts and aspiring data scientists with practical skills to clean, analyze, and visualize data using Python, Pandas, and Matplotlib, while integrating external data via RESTful APIs—addressing the industry’s urgent need for professionals who can transform raw data into actionable insights. With over 21,000 professionals trained globally, this course bridges the gap between programming fundamentals and real-world data tasks.

This course prepares learners for the PCAD™ – Certified Associate Data Analyst with Python certification, validating expertise in data acquisition, analysis, and visualization. Koenig Solutions offers 30-day lab access, enabling hands-on practice with real datasets and APIs, ensuring mastery. Graduates gain the skills to drive data-informed decisions and advance into roles in data analytics, business intelligence, and AI.

120 Hours (15 Days)
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Course Overview

The Python Institute's Python for Data Handling, Visualization, and API Development course is designed to prepare learners for the PCED™ – Certified Entry-Level Data Analyst with Python certification exam. This program serves aspiring data analysts, junior business intelligence specialists, and entry-level data engineers seeking foundational skills in Python-based data workflows. With demand for data-literate professionals growing across sectors—73% of organizations now prioritize data-driven decision-making—the course equips students with essential competencies in data manipulation, visualization, and API integration. It is ideal for beginners and career changers aiming to enter data-centric roles with no prior programming experience required.

Students engage with core tools including Python 3.x, Jupyter Notebook, Pandas, NumPy, Matplotlib, and the requests library for RESTful API interactions. The hands-on lab environment emphasizes real-world application, where learners build a complete data analysis pipeline: ingesting CSV and JSON files, cleaning and transforming datasets, performing exploratory data analysis (EDA), and generating visualizations such as bar charts, line plots, and pie charts. A capstone project involves pulling live data from public APIs, processing it using Pandas, and creating a professional report that communicates actionable insights through data storytelling techniques aligned with industry best practices.

This course directly prepares candidates for the PCED™ certification, which is recognized by employers as proof of foundational data analysis proficiency with Python. According to Glassdoor, entry-level data analysts in the U.S. earn between $50,000 and $70,000 annually, with strong growth potential into advanced analytics and data science roles. Koenig Solutions enhances learning with 1-on-1 training and Guaranteed-to-Run batches, ensuring access to official Python Institute courseware and expert instruction. Completing this program empowers learners to confidently pursue roles in data analytics, business intelligence, and technology, establishing a solid foundation for long-term career advancement in the data economy.

What You'll Learn

Process large-scale datasets efficiently using the industry-standard Pandas library to perform complex data manipulation and transformation tasks.
Construct professional-grade data visualizations using Matplotlib and Seaborn to represent multi-dimensional datasets with high clarity.
Integrate and extract data from RESTful APIs with JSON payloads to automate data pipelines and enable real-time analysis.
Clean and normalize heterogeneous datasets to ensure high-fidelity data integrity for downstream analytical modeling.
Execute high-performance numerical computations on multi-dimensional NumPy arrays to solve complex mathematical and statistical problems.
Generate interactive dashboards and visual reports to translate technical findings into actionable business intelligence.

Prerequisites

Recommended knowledge before taking this course
  • Proficiency in Python 3.x programming, including variables, data types, control flow, and functions. Self-Assessment: If you cannot write a script to process a list of dictionaries, we recommend reviewing basic Python syntax first.
  • Familiarity with core Python modules such as math, statistics, datetime, and collections to handle data efficiently.
  • Experience working with built-in data structures like lists, tuples, dictionaries, and sets for effective data manipulation.
  • Understanding of fundamental data analysis concepts and basic statistical operations. Recommended Path: Completion of PCEP™ certification or equivalent knowledge is strongly advised.
  • Ability to read and write common file formats such as CSV, along with practical experience using pip to manage packages and setting up virtual environments.
  • Prior completion of PCEP™ certification or equivalent Python programming knowledge provides a strong foundation for advanced learning in Python for Data Handling, Visualization, and API Development by Python Institute.
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Certification Exam

Everything you need to know about the Python for Data Handling, Visualization, and API Development certification exam

Exam Details
Exam Name
Python for Data Handling, Visualization, and API Development
Format
Multiple choice, labs & case studies
Questions
Duration
Passing Score
Validity
Retake Policy
No waiting period for first retake; 15-day waiting period for subsequent retakes
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Python for Data Handling, Visualization, and API Development

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Course Curriculum

Structured learning with hands-on labs and real-world scenarios

1
Day 1– Master Python for Data Handling, Visualization, and API Development Concepts
Define core data and information Classify structured and unstructured data Explain complete data lifecycle stages Identify diverse data source origins Understand ethical data handling practices Recognize critical data quality issues Describe the professional data analyst Differentiate descriptive and inferential statistics
2
Day 2– Python Institute Fundamentals for Data Analysis
Use variables and Python types Process strings for data context Apply conditionals for data filtering Implement loops for efficient processing Create and use custom functions Work with lists and dictionaries Handle exceptions in data scripts Import and use Python modules
3
Day 3– Data Manipulation and Analysis Certification Skills
Read CSV and JSON files Load data into Pandas DataFrames Clean missing and invalid values Filter and sort data subsets Aggregate data using group by Merge and reshape complex datasets Calculate essential descriptive statistics Analyze correlations and market trends
4
Day 4– Advanced Data Visualization and Communication Techniques
Create professional line/bar charts Generate histograms and scatter plots Customize plots with clear legends Use Matplotlib and Seaborn libraries Interpret complex visualization patterns Choose optimal chart types daily Export and save high-quality visualizations Present business insights effectively
5
Day 5– API Development and Python Data Integration
Understand RESTful API design concepts Use standard HTTP GET/POST methods Parse complex JSON API responses Handle secure API authentication protocols Integrate live API data streams Process structured XML data formats Implement error handling in calls Combine data from multiple sources

What's Included in Your Training

Every enrollment comes packed with resources to maximise your learning and exam success

Career Outcomes

78%

of Python for Data Handling, Visualization, and API Development certified professionals report career advancement within 6 months

Salary Impact

+18%

Average salary increase reported after obtaining the Python for Data Handling, Visualization, and API Development certification

Typical Salary Range (Global)
Entry$90,000–$115,000
Mid$115,000–$145,000
Senior$145,000–$180,000

*Source: Glassdoor / LinkedIn 2025

Job Roles

6
  • Python Developer
  • Data Analyst
  • API Developer
  • Data Visualization Specialist
  • Backend Python Developer
  • Junior Data Engineer

Companies Hiring

5,000+
Google Microsoft Amazon Accenture Deloitte IBM JPMorgan Chase Capgemini Infosys

and 5,000+ organizations worldwide seeking Python for Data Handling, Visualization, and API Development certified professionals

Real Transformations

Course Student Reviews

Real results from IT professionals who trained with Koenig — rated 4.9/5 from 18,400+ verified reviews.

18,400+
Verified Reviews
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Average Rating
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Professionals Trained
  • ★★★★★

    “Passed AZ-104 on first attempt. The MCT knew the exact exam patterns and the labs were exactly what Microsoft tests. Worth every penny.”

    Rahul M.

    Rahul M.

    Azure Administrator

    AZ-104 Certified ✓ Verified
  • ★★★★★

    “I trained 15 of my team members for SC-200. Koenig's on-site delivery was seamless and all 15 passed within 3 months.”

    Sarah K.

    Sarah K.

    CISO, Financial Services

    Enterprise Client ✓ Verified
  • ★★★★★

    “The 1-on-1 format was a game changer. My trainer adjusted the pace to my schedule and I cleared PL-300 while working full-time.”

    Ahmed R.

    Ahmed R.

    Business Intelligence Lead

    PL-300 Certified ✓ Verified
  • ★★★★★

    “From AZ-900 to AZ-305 in 6 months. Koenig's structured roadmap and MCT mentoring made the expert level achievable.”

    Priya S.

    Priya S.

    Cloud Solutions Architect

    AZ-305 Expert ✓ Verified
  • ★★★★★

    “As an L&D head I've used 5 training vendors. Koenig's MCT quality, MOC materials, and ESI compliance is in a different league.”

    James T.

    James T.

    Head of L&D, UK Enterprise

    100+ Learners Trained ✓ Verified
  • ★★★★★

    “SC-900 and SC-300 back to back — both cleared first try. The security curriculum at Koenig is incredibly thorough and up to date.”

    Aisha N.

    Aisha N.

    Security Analyst

    SC-300 Certified ✓ Verified
  • ★★★★★

    “AI-102 was daunting but the trainer broke it down perfectly. Real Azure OpenAI labs made the difference. Highly recommend.”

    David L.

    David L.

    AI Engineer

    AI-102 Certified ✓ Verified
  • ★★★★★

    “DP-600 Fabric certification done in 3 weeks of part-time study. The customised schedule around my timezone was a lifesaver.”

    Mei W.

    Mei W.

    Data Platform Engineer

    DP-600 Certified ✓ Verified
  • ★★★★★

    “Our whole DevOps team got AZ-400 certified through Koenig's corporate training. Smooth logistics and top-tier MCTs throughout.”

    Carlos R.

    Carlos R.

    Engineering Manager

    AZ-400 Team Training ✓ Verified
  • ★★★★★

    “Passed AZ-104 on first attempt. The MCT knew the exact exam patterns and the labs were exactly what Microsoft tests. Worth every penny.”

    Rahul M.

    Rahul M.

    Azure Administrator

    AZ-104 Certified ✓ Verified
  • ★★★★★

    “I trained 15 of my team members for SC-200. Koenig's on-site delivery was seamless and all 15 passed within 3 months.”

    Sarah K.

    Sarah K.

    CISO, Financial Services

    Enterprise Client ✓ Verified
  • ★★★★★

    “The 1-on-1 format was a game changer. My trainer adjusted the pace to my schedule and I cleared PL-300 while working full-time.”

    Ahmed R.

    Ahmed R.

    Business Intelligence Lead

    PL-300 Certified ✓ Verified
  • ★★★★★

    “From AZ-900 to AZ-305 in 6 months. Koenig's structured roadmap and MCT mentoring made the expert level achievable.”

    Priya S.

    Priya S.

    Cloud Solutions Architect

    AZ-305 Expert ✓ Verified
  • ★★★★★

    “As an L&D head I've used 5 training vendors. Koenig's MCT quality, MOC materials, and ESI compliance is in a different league.”

    James T.

    James T.

    Head of L&D, UK Enterprise

    100+ Learners Trained ✓ Verified
  • ★★★★★

    “SC-900 and SC-300 back to back — both cleared first try. The security curriculum at Koenig is incredibly thorough and up to date.”

    Aisha N.

    Aisha N.

    Security Analyst

    SC-300 Certified ✓ Verified
  • ★★★★★

    “AI-102 was daunting but the trainer broke it down perfectly. Real Azure OpenAI labs made the difference. Highly recommend.”

    David L.

    David L.

    AI Engineer

    AI-102 Certified ✓ Verified
  • ★★★★★

    “DP-600 Fabric certification done in 3 weeks of part-time study. The customised schedule around my timezone was a lifesaver.”

    Mei W.

    Mei W.

    Data Platform Engineer

    DP-600 Certified ✓ Verified
  • ★★★★★

    “Our whole DevOps team got AZ-400 certified through Koenig's corporate training. Smooth logistics and top-tier MCTs throughout.”

    Carlos R.

    Carlos R.

    Engineering Manager

    AZ-400 Team Training ✓ Verified
  • ★★★★★

    “Passed AZ-104 on first attempt. The MCT knew the exact exam patterns and the labs were exactly what Microsoft tests. Worth every penny.”

    Rahul M.

    Rahul M.

    Azure Administrator

    AZ-104 Certified ✓ Verified
  • ★★★★★

    “I trained 15 of my team members for SC-200. Koenig's on-site delivery was seamless and all 15 passed within 3 months.”

    Sarah K.

    Sarah K.

    CISO, Financial Services

    Enterprise Client ✓ Verified
  • ★★★★★

    “The 1-on-1 format was a game changer. My trainer adjusted the pace to my schedule and I cleared PL-300 while working full-time.”

    Ahmed R.

    Ahmed R.

    Business Intelligence Lead

    PL-300 Certified ✓ Verified
  • ★★★★★

    “Passed AZ-104 on first attempt. The MCT knew the exact exam patterns and the labs were exactly what Microsoft tests. Worth every penny.”

    Rahul M.

    Rahul M.

    Azure Administrator

    AZ-104 Certified ✓ Verified
  • ★★★★★

    “I trained 15 of my team members for SC-200. Koenig's on-site delivery was seamless and all 15 passed within 3 months.”

    Sarah K.

    Sarah K.

    CISO, Financial Services

    Enterprise Client ✓ Verified
  • ★★★★★

    “The 1-on-1 format was a game changer. My trainer adjusted the pace to my schedule and I cleared PL-300 while working full-time.”

    Ahmed R.

    Ahmed R.

    Business Intelligence Lead

    PL-300 Certified ✓ Verified
  • ★★★★★

    “From AZ-900 to AZ-305 in 6 months. Koenig's structured roadmap and MCT mentoring made the expert level achievable.”

    Priya S.

    Priya S.

    Cloud Solutions Architect

    AZ-305 Expert ✓ Verified
  • ★★★★★

    “As an L&D head I've used 5 training vendors. Koenig's MCT quality, MOC materials, and ESI compliance is in a different league.”

    James T.

    James T.

    Head of L&D, UK Enterprise

    100+ Learners Trained ✓ Verified
  • ★★★★★

    “SC-900 and SC-300 back to back — both cleared first try. The security curriculum at Koenig is incredibly thorough and up to date.”

    Aisha N.

    Aisha N.

    Security Analyst

    SC-300 Certified ✓ Verified
  • ★★★★★

    “From AZ-900 to AZ-305 in 6 months. Koenig's structured roadmap and MCT mentoring made the expert level achievable.”

    Priya S.

    Priya S.

    Cloud Solutions Architect

    AZ-305 Expert ✓ Verified
  • ★★★★★

    “As an L&D head I've used 5 training vendors. Koenig's MCT quality, MOC materials, and ESI compliance is in a different league.”

    James T.

    James T.

    Head of L&D, UK Enterprise

    100+ Learners Trained ✓ Verified
  • ★★★★★

    “SC-900 and SC-300 back to back — both cleared first try. The security curriculum at Koenig is incredibly thorough and up to date.”

    Aisha N.

    Aisha N.

    Security Analyst

    SC-300 Certified ✓ Verified
  • ★★★★★

    “AI-102 was daunting but the trainer broke it down perfectly. Real Azure OpenAI labs made the difference. Highly recommend.”

    David L.

    David L.

    AI Engineer

    AI-102 Certified ✓ Verified
  • ★★★★★

    “DP-600 Fabric certification done in 3 weeks of part-time study. The customised schedule around my timezone was a lifesaver.”

    Mei W.

    Mei W.

    Data Platform Engineer

    DP-600 Certified ✓ Verified
  • ★★★★★

    “Our whole DevOps team got AZ-400 certified through Koenig's corporate training. Smooth logistics and top-tier MCTs throughout.”

    Carlos R.

    Carlos R.

    Engineering Manager

    AZ-400 Team Training ✓ Verified
  • ★★★★★

    “AI-102 was daunting but the trainer broke it down perfectly. Real Azure OpenAI labs made the difference. Highly recommend.”

    David L.

    David L.

    AI Engineer

    AI-102 Certified ✓ Verified
  • ★★★★★

    “DP-600 Fabric certification done in 3 weeks of part-time study. The customised schedule around my timezone was a lifesaver.”

    Mei W.

    Mei W.

    Data Platform Engineer

    DP-600 Certified ✓ Verified
  • ★★★★★

    “Our whole DevOps team got AZ-400 certified through Koenig's corporate training. Smooth logistics and top-tier MCTs throughout.”

    Carlos R.

    Carlos R.

    Engineering Manager

    AZ-400 Team Training ✓ Verified

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