1. Roles & Responsibilities: 8/10
2. Years of Experience: 10/10
3. Education Qualification: 8/10
4. Skills/Knowledge: 9/10
5. Domain/Industry: 10/10
6. Key Competencies: 6/10
7. Certifications: 7/10

Descriptive Analysis: 
Overall Summary- Bhushan Bende's Resume Fitment Analysis

- Bhushan Bende's resume indicates a strong alignment with the roles and responsibilities required for the position. His experience in developing APIs, data pipelines, and working with Kafka and AWS services like Kinesis and Lambda suggests a high level of relevance to the job description.
- With 5 years of experience, Bhushan exceeds the minimum requirement of 4 years, demonstrating a solid background in the field.
- His academic qualifications include a Bachelor's in Computer Application, which is somewhat related to the required Bachelor's degree in Computer Science/Electronics & Communications. However, the Executive PDGM and self-learning projects show a commitment to continuous learning.
- Bhushan's technical skills are very relevant to the job, with proficiency in Python, Java, SQL, JavaScript, and experience with real-time data processing, Kafka, AWS, and GCP services. His knowledge of data engineering practices and tools like Jira and Rally aligns well with the job requirements.
- The resume does not explicitly mention industry knowledge, but his experience with data streaming projects and API development suggests an understanding of the domain.
- Key competencies such as leadership and collaboration are not directly addressed in the resume. However, his roles in various projects imply some level of these competencies.
- Certifications in GIT, AWS API Gateway, GCP Kafka, and Streaming Pipeline Using Pyspark and Kafka are relevant to the job's skill requirements, although they are not exhaustive.
- Overall, Bhushan's resume demonstrates a strong fit for the data engineering role, with extensive experience in relevant technologies and practices. The resume could be enhanced by explicitly mentioning his leadership experiences and providing more details on his problem-solving and unconventional thinking skills.