Pipeline run
9f125b48-851f-48eb-a6aa-3f7931ea7178
Pipeline LLM cost (USD)
API 1: $0.0027
API 2: $0.0000
API 3: $0.0000
Total: $0.0027
Client output enrichment
v2 Skill cluster · Nature of work · AI index · Tech stack maturity · Evidence · KRA description
SPARSE JD
role baseline loaded
sources · ai_index: role_baseline · nature_of_work: jd · tech_stack_maturity: role_baseline
Nature of work
· Data transformation and modeling
Learns Snowflake fundamentals and applies basic SQL/data concepts to analyze simple data scenarios, supported by mentorship and hands-on exercises. Communicates findings and collaborates on problem-solving rather than building production pipelines.
"Hands-on exposure to real-world data scenarios"
Tech stack maturity
Modern Cloud Native
Data engineers typically build cloud-based batch and streaming pipelines and warehouse models, but AI is usually incidental rather than central to the role.
AI index (0 = no AI use, 5 = totally AI-dependent · v2.1)
1.20 / 5
· Title match
· Has AI skill
· AI skill (primary)
· AI skill (secondary)
· On AI team
· Builds AI products
vocab breakdown (legacy)
Assistants (×1):
—
Frameworks (×2):
—
Models / concepts (×3):
—
Evidence — skills matched in JD (2)
SQL
Snowflake
Skill cluster (2 dimension groups, role-scoped)
Cloud Data Warehouses
Snowflake
Programming Languages for Data Work
SQL
Show KRA description ↓
Basic understanding of databases and data concepts
Fundamental knowledge of SQL (preferred)
Willingness to learn Snowflake and cloud data platforms
Good analytical thinking and problem-solving skills
Effective communication and teamwork abilities
Recent graduates or final-year students from any technical background
Academic projects or internship exposure is a plus but not mandatory
Structured learning focused on Snowflake fundamentals
Hands-on exposure to real-world data scenarios
Snowflake Certification will be provided upon successful completion
Guidance and mentorship from industry professionals
Flexible and supportive remote learning environment
Signals
Skill
data-engineer
1.00
Alias
data-engineer
0.37
KRA
data-engineer
0.44
Post-classification
Centroidupdated · n=21
Alias collision log—
New-role queue—
New skills captured0
New KRA captured—
Status:
extract_from_jd_done
Created: 2026-05-21T13:37:52.585120Z
Updated: 2026-05-21T13:37:53.307478Z
Flow
Current 3-step pipeline
1 POST /skills/extract-from-jd
2 POST /skills/extract-details
3 POST /skills/final-role-output
Role
Chosen role & resolution
No chosen role stored for this run.
Job description
About the job About Claroda We are a new-age boutique Snowflake-focused Systems Integrator, founded by industry veterans who have spent decades building high‑performing technology organizations and delivering large‑scale digital transformation. Now, we’re coming together with a singular mission: to help customers unlock the full power of the Snowflake Data Cloud through expert advisory, architecture excellence, and world‑class implementation. Internship Details Mode: Complete Remote Opportunity Internship Type: Internship (Snowflake-focused) What We’re Looking For Basic understanding of databases and data concepts Fundamental knowledge of SQL (preferred) Willingness to learn Snowflake and cloud data platforms Good analytical thinking and problem-solving skills Effective communication and teamwork abilities Eligibility Recent graduates or final-year students from any technical background Academic projects or internship exposure is a plus but not mandatory Why Join This Internship? Structured learning focused on Snowflake fundamentals Hands-on exposure to real-world data scenarios Snowflake Certification will be provided upon successful completion Guidance and mentorship from industry professionals Flexible and supportive remote learning environment Note: This is a paid internship.Skills: sql,dsa,python
Skills from this JD
Each row merges API 1 extraction, API 2 library match / v3 orchestration (dimensions + locked dims), and API 3 persistence tags.
SQL
Primary
No API 2 row (run stopped after API 1 or history missing)
Snowflake
Secondary
No API 2 row (run stopped after API 1 or history missing)
Library artifacts (this run)
No artifact rows for this run.
nano JD Parser — gpt-4.1-nano click to toggle
RoleInternship (Snowflake-focused)
CompanyClaroda
DomainOther
Location
—
(remote)
JD type
pass
Certifications
Snowflake Certification
Show raw JSON
{
"JD_type": "pass",
"about_company": {
"source_marker": {
"first_5_words": "We are a new-age boutique",
"last_5_words": "architecture excellence, and world\u2011class implementation."
},
"text": "We are a new-age boutique Snowflake-focused Systems Integrator, founded by industry veterans who have spent decades building high\u2011performing technology organizations and delivering large\u2011scale digital transformation. Now, we\u2019re coming together with a singular mission: to help customers unlock the full power of the Snowflake Data Cloud through expert advisory, architecture excellence, and world\u2011class implementation.",
"word_count": 64
},
"archetype_override_applied": true,
"archetype_override_matched_skills": [
"Python",
"data platforms",
"SQL",
"Snowflake",
"Cloud"
],
"certifications": [
"Snowflake Certification"
],
"company_name": "Claroda",
"ctc": null,
"domain": {
"primary": {
"aliases": [],
"domain": "Other"
},
"secondary": null
},
"education": [
{
"level": "null",
"qualification": "null - Technical Background",
"raw": "Recent graduates or final-year students from any technical background",
"requirement": "required"
}
],
"experience": {
"max": null,
"min": null,
"raw": null
},
"job_locations": [
{
"aliases": [],
"city": null,
"country": null,
"state": null,
"work_mode": "remote"
}
],
"role": "Internship (Snowflake-focused)",
"role_aliases": [
"Intern",
"Data Intern",
"Snowflake Intern"
],
"role_archetype": "Engineering",
"roles_and_responsibilities": [
{
"bullet_count": 5,
"heading": "What We\u2019re Looking For",
"heading_was_present": true,
"source_marker": {
"first_5_words": "Basic understanding of databases and",
"last_5_words": "communication and teamwork abilities"
},
"text": "Basic understanding of databases and data concepts\nFundamental knowledge of SQL (preferred)\nWillingness to learn Snowflake and cloud data platforms\nGood analytical thinking and problem-solving skills\nEffective communication and teamwork abilities",
"word_count": 34
},
{
"bullet_count": 2,
"heading": "Eligibility",
"heading_was_present": true,
"source_marker": {
"first_5_words": "Recent graduates or final-year students",
"last_5_words": "but not mandatory"
},
"text": "Recent graduates or final-year students from any technical background\nAcademic projects or internship exposure is a plus but not mandatory",
"word_count": 22
},
{
"bullet_count": 5,
"heading": "Why Join This Internship?",
"heading_was_present": true,
"source_marker": {
"first_5_words": "Structured learning focused on Snowflake",
"last_5_words": "supportive remote learning environment"
},
"text": "Structured learning focused on Snowflake fundamentals\nHands-on exposure to real-world data scenarios\nSnowflake Certification will be provided upon successful completion\nGuidance and mentorship from industry professionals\nFlexible and supportive remote learning environment",
"word_count": 41
}
],
"urls": []
}
API 1 — extract-from-jd click to toggle
{
"final_skills": [
{
"is_primary": true,
"skill_name": "SQL"
},
{
"is_primary": false,
"skill_name": "Snowflake"
}
],
"jd_role": {
"display_name": "Internship (Snowflake-focused)",
"rationale": null,
"role_aliases": [
"Intern",
"Data Intern",
"Snowflake Intern"
],
"role_archetype": "Engineering",
"slug": ""
},
"nano_parsed": {
"JD_type": "pass",
"about_company": {
"source_marker": {
"first_5_words": "We are a new-age boutique",
"last_5_words": "architecture excellence, and world\u2011class implementation."
},
"text": "We are a new-age boutique Snowflake-focused Systems Integrator, founded by industry veterans who have spent decades building high\u2011performing technology organizations and delivering large\u2011scale digital transformation. Now, we\u2019re coming together with a singular mission: to help customers unlock the full power of the Snowflake Data Cloud through expert advisory, architecture excellence, and world\u2011class implementation.",
"word_count": 64
},
"archetype_override_applied": true,
"archetype_override_matched_skills": [
"Python",
"data platforms",
"SQL",
"Snowflake",
"Cloud"
],
"certifications": [
"Snowflake Certification"
],
"company_name": "Claroda",
"ctc": null,
"domain": {
"primary": {
"aliases": [],
"domain": "Other"
},
"secondary": null
},
"education": [
{
"level": "null",
"qualification": "null - Technical Background",
"raw": "Recent graduates or final-year students from any technical background",
"requirement": "required"
}
],
"experience": {
"max": null,
"min": null,
"raw": null
},
"job_locations": [
{
"aliases": [],
"city": null,
"country": null,
"state": null,
"work_mode": "remote"
}
],
"role": "Internship (Snowflake-focused)",
"role_aliases": [
"Intern",
"Data Intern",
"Snowflake Intern"
],
"role_archetype": "Engineering",
"roles_and_responsibilities": [
{
"bullet_count": 5,
"heading": "What We\u2019re Looking For",
"heading_was_present": true,
"source_marker": {
"first_5_words": "Basic understanding of databases and",
"last_5_words": "communication and teamwork abilities"
},
"text": "Basic understanding of databases and data concepts\nFundamental knowledge of SQL (preferred)\nWillingness to learn Snowflake and cloud data platforms\nGood analytical thinking and problem-solving skills\nEffective communication and teamwork abilities",
"word_count": 34
},
{
"bullet_count": 2,
"heading": "Eligibility",
"heading_was_present": true,
"source_marker": {
"first_5_words": "Recent graduates or final-year students",
"last_5_words": "but not mandatory"
},
"text": "Recent graduates or final-year students from any technical background\nAcademic projects or internship exposure is a plus but not mandatory",
"word_count": 22
},
{
"bullet_count": 5,
"heading": "Why Join This Internship?",
"heading_was_present": true,
"source_marker": {
"first_5_words": "Structured learning focused on Snowflake",
"last_5_words": "supportive remote learning environment"
},
"text": "Structured learning focused on Snowflake fundamentals\nHands-on exposure to real-world data scenarios\nSnowflake Certification will be provided upon successful completion\nGuidance and mentorship from industry professionals\nFlexible and supportive remote learning environment",
"word_count": 41
}
],
"urls": []
},
"rejected": false,
"rejection_reason": null,
"run_id": "9f125b48-851f-48eb-a6aa-3f7931ea7178",
"stage3_signals": {
"alias_found": true,
"alias_match_roles": [
{
"display_name": "Data Engineer",
"matched_count": null,
"role_id": 2,
"score": 0.3704,
"slug": "data-engineer",
"total_count": null
}
],
"kra_match_roles": [
{
"display_name": "Data Engineer",
"matched_count": null,
"role_id": 2,
"score": 0.4413,
"slug": "data-engineer",
"total_count": null
},
{
"display_name": "Full Stack Engineer",
"matched_count": null,
"role_id": 15,
"score": 0.404,
"slug": "full-stack-engineer",
"total_count": null
},
{
"display_name": "Backend Engineer",
"matched_count": null,
"role_id": 1,
"score": 0.3314,
"slug": "backend-engineer",
"total_count": null
},
{
"display_name": "Cloud Security Engineer",
"matched_count": null,
"role_id": 23,
"score": 0.3253,
"slug": "cloud-security-engineer",
"total_count": null
},
{
"display_name": "ML Engineer",
"matched_count": null,
"role_id": 3,
"score": 0.3232,
"slug": "ml-engineer",
"total_count": null
}
],
"skill_match_roles": [
{
"display_name": "Data Engineer",
"matched_count": 2,
"role_id": 2,
"score": 1.0,
"slug": "data-engineer",
"total_count": 2
}
]
},
"stage4_decision": {
"alias_collision_detected": false,
"case": "A",
"chosen_role": {
"display_name": "Data Engineer",
"matched_count": null,
"role_id": 2,
"score": 0.4413,
"slug": "data-engineer",
"total_count": null
},
"confidence": 0.4413,
"is_new_role": false,
"llm2_fired": false,
"llm2_reasoning": null,
"new_role_display_name": null,
"new_role_slug": null,
"queued": false,
"reasoning": "All 3 signals top-rank data-engineer"
},
"stage5_updates": {
"centroid_n_after": 21,
"centroid_updated": true,
"collision_log_id": null,
"new_kra_attached": null,
"new_skills_attached": [],
"queue_entry_id": null,
"v3_pipeline_triggered": false,
"v3_role_slug": null,
"v3_run_id": null
}
}
API 2 — extract-details
{}
API 3 — final-role-output
{}
LLM Calls
Every model call made for this run, in pipeline order. Click a card to see the model's response.
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