Business Analyst - BI & Reporting

About the job

Job Location: HSR Layout, Bangalore (on-site)

Blissclub is one of India's fastest-growing apparel brands, built with a singular mission: to build comfortable and functional apparel for India. We are reimagining the apparel space- not just designing products, but building a movement. What started as a community-first D2C brand has expanded into experience-led retail destinations where our Blissqueens don't just shop, they connect, discover, and belong.

Founded in 2020 by ISB alum Minu Margeret, Blissclub has raised Series A of $15 million in May 2022 led by Eight Roads Ventures and Elevation Capital followed by another round of Rs. 33 Crores in May 2025.

Featured on LinkedIn's Top Startups list in 2022 and 2025, we're one of India's fastest-growing D2C brands redefining comfortable apparel for India.

Blissclub is building India's most loved women's activewear brand. As we scale across online and offline channels, decisions need to move faster and they need to move on clean, reliable data.

About the role

We are looking for a Business Analyst who will become the single source of truth for business reporting at Blissclub: someone who not only builds dashboards but owns the integrity of the data behind them and drives the analytical agenda across teams.

Key Responsibilities

1. Standardised reporting across the business

Design, build, and maintain a centralised reporting layer covering channels (D2C, marketplace, retail), P&L, GMV, sell-through, and unit economics. Define metric definitions so every team is working off the same numbers , no more conflicting figures across functions.

2. Data pipeline hygiene

Identify gaps, inconsistencies, and breakages in data flows from source systems (Shopify, ERP, POS, ad platforms). Work with tech and ops teams to fix root causes and establish validation routines so reports are trusted, not questioned.

3. Ad-hoc analysis (central ask)

Be the go-to analyst for leadership and cross-functional teams. Translate ambiguous business questions into structured analyses cohort studies, channel attribution, discount impact, inventory ageing, performance marketing ROI, and more. Deliver actionable recommendations, not just output.

4. Reporting infrastructure & governance

Own the reporting calendar, MIS templates, and data dictionary. Streamline how reports are produced, reviewed, and consumed. Reduce manual effort while increasing frequency and reliability of business insights.

You'll thrive here if you

• Have 2–4 years in a data/analytics role, ideally at a D2C, e-commerce, or consumer brand
• Are proficient in SQL and comfortable working with large, messy datasets
• Can build and maintain dashboards in Looker, Metabase, Power BI, or equivalent
• Are strong in Excel/Google Sheets for modelling and presentation-ready output
• Ask so what before hitting send — you frame findings in business terms, not just data outputs
• Can juggle a recurring reporting rhythm with urgent one-off asks without dropping either
• Are comfortable owning ambiguous problems end-to-end with minimal hand-holding

Nice to have

• Python / pandas for data manipulation at scale
• Experience working with Shopify data or similar e-commerce platforms
• Understanding of performance marketing analytics (ROAS, CAC, attribution)
• Familiarity with dbt or a modern data warehouse (BigQuery, Redshift, Snowflake)
• Exposure to retail or omnichannel operations

https://blissclub.com/