Operations Analyst Intern
Blissclub
About the Role
This is a build role focused on setting up processes and reporting from the ground up for returns, analytics, and warehouse operations across Blissclub's D2C, B2B, and retail channels. It is a project-driven internship lasting 3 months, with performance measured by shipped deliverables.
Key Responsibilities
1. Returns & QC - D2C, B2B and Retail
- Own the returns flow end-to-end across all channels, including customer returns, exchanges, RTO, and RTV.
- Build SOPs for B2B and retail returns, covering inwarding triggers, TAT, ownership, and QC bucketing (pass, fail, damage, discard).
- Define segregation rules for retail and B2B inventory and handle exceptions with a documented approach.
- Track QC outcomes on returned inventory, monitor recovery rates, and identify value leakage.
- Build daily reporting on returned inventory by channel and condition.
2. Warehouse Operations
- Collaborate with warehouse teams across 3 fulfillment centers on daily execution.
- Track TAT adherence for returns inwarding, QC, and putaway.
- Support inbound execution by ensuring warehouses are prepped for incoming shipments with visibility on timelines and SKUs, and drive SLA adherence on inwarding and GRN closure.
- Reconcile shipped vs. received quantities at SKU level, identify gaps, investigate root causes, and drive corrective actions.
- Coordinate with warehouse teams and 3PL partners to resolve stuck inventory.
3. Ops Analytics & Dashboards
- Build the reporting layer for operations.
- Pull data across systems, create views, and deliver insights.
- Extend coverage to first mile, mid mile, last mile, and POs.
Requirements & Tech Stack
- SQL: Comfortable writing queries and working with large datasets.
- Excel / Google Sheets: Strong proficiency.
- AI Tools: Comfortable using tools like Claude for analysis and automation.
Qualifications
- Recent graduate or 0–1 years of experience in operations, supply chain, e-commerce, or analytics.
- A real understanding of how an e-commerce order moves from order placement through to return/refund/RTO.
- Quick learner and problem solver.
- Ownership mindset.
- Curiosity about D2C and Blissclub.


















