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

Overall Summary- Detailed Fitment Analysis
- Roles & Responsibilities: The candidate has extensive experience with Big Data technologies, including Kafka, HDFS, and YARN, which aligns well with the job requirements. However, there is no explicit mention of leading data encryption and security implementations or mentoring junior developers, which slightly reduces the fitment score.
- Years of Experience: The candidate has over 6 years of experience in relevant fields, perfectly fitting the job requirement of 6-10 years.
- Education Qualification: The candidate holds a Bachelor of Engineering degree, meeting the educational qualifications required for the position.
- Skills/Knowledge: The resume mentions extensive work with Hadoop ecosystem technologies such as HDFS, YARN, Hive, and Kafka. Although there is no direct mention of Spark or Cloudera CDP, the candidate's experience with related technologies suggests a strong background in the primary skills required.
- Domain/Industry: The resume does not specify the industry domain explicitly, but the extensive experience in Big Data and cloud environments indirectly suggests familiarity with the relevant domains.
- Key Competencies: The candidate demonstrates strong problem-solving skills, leadership in managing and optimizing cloud-based solutions, and effective communication as evidenced by client-facing roles and troubleshooting. However, there is less evidence of mentoring or leading teams, slightly reducing the score.
- Certifications: The candidate holds certifications in Cloudera (CCA131 Cloudera CDH 5 & 6 Hadoop Administrator Master Course) and other relevant technologies, which align well with the job's requirements. However, the absence of specific certifications in Spark and Cloudera CDP slightly lowers the score.