{"id":2610830,"url":"https://alion.io/job/jayanalytix-business-analyst-databricksdatalake","title":"Business Analyst (DataBricks/DataLake)","company":{"id":4416722,"name":"Jayanalytix","domain":"jayanalytix.ca","url":"https://alion.io/company/jayanalytix","size_band":null,"is_staffing_agency":false,"employer_type":"direct","is_intermediary":false,"listed_via":null,"ats_vendor":"Breezy","truth_index":{"grade":"B","score":75,"open_postings":8,"ghost_share":0,"stale_share":1,"repost_share":0,"time_to_fill_p50_days":null,"computed_at":"2026-10-17T05:46:00Z"}},"role":"Analytics","role_family":"Analytics","seniority":"senior","employment_type":"contractor","work_mode":"hybrid","remote_scope":null,"remote_scope_basis":null,"remote_working_hours":null,"hiring_geo_confidence":"structured","locations":["Toronto, Canada"],"countries":["CA"],"hiring_countries":[],"hiring_countries_total":0,"salary":null,"salary_estimate":{"min_usd":55000,"max_usd":98000,"period":"year","method":"role_seniority_country_remote_cell","sample_n":117},"experience_years_min":8,"visa_sponsorship":false,"relocation_package":false,"has_equity":false,"technologies":[{"name":"Agile","optional":false},{"name":"Amazon S3","optional":false},{"name":"AWS","optional":false},{"name":"Azure","optional":false},{"name":"Azure DevOps","optional":false},{"name":"Confluence","optional":false},{"name":"Databricks","optional":false},{"name":"Delta Lake","optional":false},{"name":"GCP","optional":false},{"name":"Jira","optional":false},{"name":"pySpark","optional":false},{"name":"Python","optional":false},{"name":"SQL","optional":false},{"name":"Azure Data Factory","optional":true},{"name":"dbt","optional":true},{"name":"Dimensional Modeling","optional":true},{"name":"ETL/ELT","optional":true},{"name":"GDPR","optional":true},{"name":"Informatica","optional":true},{"name":"Power BI","optional":true},{"name":"Spark","optional":true},{"name":"Tableau","optional":true}],"status":"live","first_seen_at":"2026-07-13T18:00:10Z","employer_posted_date":"2026-07-13","last_verified_at":"2026-10-18T05:05:06Z","board_verified":true,"closed_at":null,"days_open":96,"trust":{"level":"stale","repost_count":0,"flags":["stale"],"days_open":96},"description":"Business Analyst - Databricks & Data Lake\nLocation: Toronto, ON (Hybrid - 3 days onsite per week)\nExperience: Minimum 8+ years\nEmployment Type: Full-Time / Contract (as applicable)\nAbout the Role\nWe are seeking an experienced Business Analyst with strong hands-on exposure to Databricks and modern Data Lake / Lakehouse platforms to join our Toronto-based team. In this role, you will act as the bridge between business stakeholders and data engineering teams - gathering requirements, defining data mappings and transformation logic, and driving the delivery of large-scale data platform and migration initiatives. The ideal candidate combines deep business analysis fundamentals with practical knowledge of cloud data ecosystems.\nKey Responsibilities\nElicit, document, and manage business and data requirements for data lake, lakehouse, and analytics initiatives, translating them into functional and technical specifications\nWork closely with data engineers, architects, and platform teams to define source-to-target mappings, data transformation rules, and data quality requirements\nSupport the design and delivery of solutions on Databricks (Delta Lake, notebooks, workflows, Unity Catalog) and cloud data lake platforms (Azure Data Lake Storage, AWS S3, or GCP)\nAnalyze and profile source system data to assess quality, completeness, and fitness for migration or integration\nDefine and document data lineage, business glossaries, and metadata to support data governance initiatives\nDevelop and execute test plans, including UAT coordination, data validation, and reconciliation between legacy and target platforms\nCreate process flows, user stories, use cases, and acceptance criteria within Agile delivery frameworks\nFacilitate workshops and requirement sessions with business users, product owners, and technical teams\nSupport prioritization and backlog management with product owners; track requirements through to delivery\nProduce clear documentation and communicate findings, risks, and recommendations to both technical and non-technical stakeholders\nRequired Qualifications\n8+ years of experience as a Business Analyst, with significant time spent on data-focused projects (data platforms, data warehousing, migrations, analytics)\nHands-on experience with Databricks - working with notebooks, Delta Lake tables, and understanding of Lakehouse architecture concepts\nStrong understanding of Data Lake concepts and cloud data platforms (Azure preferred; AWS or GCP also considered) - data ingestion, storage layers (raw/curated/consumption), and data pipelines\nProficiency in SQL for data profiling, analysis, and validation; ability to read/interpret PySpark or Python code an asset\nExperience creating source-to-target mapping documents, data dictionaries, and transformation specifications\nSolid grasp of data governance, data quality, and metadata management practices\nExperience with Agile methodologies and tools (Jira, Confluence, Azure DevOps)\nStrong analytical, problem-solving, and critical-thinking skills with high attention to detail\nExcellent communication, facilitation, and stakeholder management skills across business and technical audiences\nBachelor's degree in Business, Computer Science, Information Systems, or a related field\nNice to Have\nExperience in financial services, banking, or insurance data environments\nFamiliarity with data modeling concepts (dimensional modeling, medallion architecture)\nExposure to BI and analytics tools (Power BI, Tableau) and how they consume lakehouse data\nKnowledge of ETL/ELT tools (Azure Data Factory, Informatica, dbt)\nUnderstanding of data privacy and regulatory requirements (PIPEDA, GDPR) as they relate to enterprise data\nCertifications such as CBAP, PMI-PBA, Azure Data Fundamentals (DP-900), or Databricks Lakehouse Fundamentals\nWhy Join Us\nContribute to high-visibility data modernization initiatives on a leading Lakehouse platform\nHybrid work model based in downtown Toronto\nCollaborative environment working alongside data engineering, governance, and business teams\nCompetitive compensation and benefits package","description_format":"text","description_chars":4093,"description_truncated":false,"requirements":{"experience_years_min":8,"management_years_min":null,"team_size_min":null,"manages_managers":false,"education":{"level":"bachelor","optional":false},"security_clearance":false,"languages":[]},"benefits":["Hybrid work"],"hiring_locations":[{"name":"Canada","iso":"CA","kind":"country"}],"hiring_excludes":[],"relocation_offered":false,"industries":[],"lifecycle":[{"event":"open","at":"2026-10-15T10:57:52Z"}],"visa":[],"liveness":{"score":10,"band":"cold","label":"Long shot","p_open":1,"p_active":0.351,"p_room":0.28,"age_days":95,"expected_fill_days":26,"reasons":["conf:0","win:tail","crowd:"],"computed_at":"2026-10-17T05:46:00Z"},"pay":null,"html_url":"https://alion.io/job/jayanalytix-business-analyst-databricksdatalake","json_url":"https://alion.io/job/jayanalytix-business-analyst-databricksdatalake.json","meta":{"generated_at":"2026-10-18T06:53:14Z","cache_seconds":300,"methodology":"https://alion.io/methodology","terms":"https://alion.io/terms","contact":"https://alion.io/contact","api":"https://alion.io/developers","about":"Alion is a live layer of people, companies and AI agents: who they are, whether they are real and active right now, what they do and how to work with them, readable by people and by agents and paid per call.","catalog":"https://alion.io/catalog.json","usage":{"tier":"crawler_verified","counted_by":"address","units_charged":1,"used_today":10248,"day_limit":null,"remaining_today":null,"minute_limit":300,"resets_at":"2026-10-19T00:00:00Z"}},"offers":[{"id":"company.slices","title":"One company in depth, by slice","status":"live","price":{"credits":0.02,"usd":0.002,"plus_per_slice":{"credits":0.05,"usd":0.005}},"unit":"per company, plus each slice with data","note":"the employer in depth","call":{"mcp_tool":"get_company","arguments":{"id":4416722},"rest":"https://alion.io/mcp/rest/get_company?id=4416722"},"human":"https://alion.io/catalog?offer=company.slices&for=job%2Fjayanalytix-business-analyst-databricksdatalake"},{"id":"market.stats","title":"A market slice: pay, demand and time to fill","status":"live","price":{"credits":1,"usd":0.1},"unit":"per slice","note":"pay, demand and time to fill for this role and place","call":{"mcp_tool":"market_stats"},"human":"https://alion.io/catalog?offer=market.stats&for=job%2Fjayanalytix-business-analyst-databricksdatalake"},{"id":"job.search","title":"Open jobs by role, technology, place, pay and visa","status":"live","price":{"credits":0.02,"usd":0.002},"unit":"per posting in a list","note":"similar open postings","call":{"mcp_tool":"search_jobs"},"human":"https://alion.io/catalog?offer=job.search&for=job%2Fjayanalytix-business-analyst-databricksdatalake"},{"id":"company.verify","title":"Is this company real and active right now","status":"pilot","price":null,"unit":"per company","request":{"url":"https://alion.io/catalog/request","method":"POST","body":"{\"offer\": \"company.verify\", \"for\": \"job/jayanalytix-business-analyst-databricksdatalake\", \"note\": \"what you need it for\"}"},"human":"https://alion.io/catalog?offer=company.verify&for=job%2Fjayanalytix-business-analyst-databricksdatalake"}]}