//pragmatic leaders

Agile Artifacts: From Themes to Tasks

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6 min
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PM Foundations (Legacy)
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agile artifacts: from themes to tasks0%
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Implementing lean product management is very important to reduce waste in any form. Artifacts like themes, epics, and user stories help make the product development process efficient and lean.
Talvinder Singh, from a Pragmatic Leaders Agile session

Agile artifacts are the building blocks of lean product management. They provide a structured way to break down complex product work into manageable pieces that teams can deliver efficiently.

Without these artifacts, product development risks becoming chaotic and wasteful — teams work on unclear or overly large scopes, leading to missed deadlines and rework.

In this lesson, you will learn how to use the hierarchy of Agile artifacts — from themes down to tasks — to create a clear, testable path from high-level product goals to day-to-day engineering work.

Agile artifacts create clarity and focus

The Agile artifact hierarchy starts from the broadest level with themes and narrows down to the smallest work items as tasks.

Each artifact serves a purpose:

  • Theme: A large focus area or strategic goal that spans the organization or multiple products.
  • Epic: A large body of work within a theme that can be broken down into smaller user stories.
  • User Story: A short, simple description of a feature or requirement from the end user’s perspective.
  • Task: The smallest unit of work, often technical or design activities, that can be completed in a few days.

Using these artifacts helps teams avoid working on vague "big ideas" without clarity. It also enables prioritization, progress tracking, and iterative delivery.

// thread: #product-team — Discussing Agile artifacts
Anjali (PM)Let's start with the 'Wishlist' theme for Q3. We'll break it down into epics and user stories next.
Rahul (Engineer)Great. That way we can estimate and plan sprints properly.
Meera (Designer)I'll start thinking about the UI for the 'Add to Wishlist' story.
Anjali (PM)Perfect. Remember, tasks should be small enough to finish in 3-4 days.

From theme to tasks: a real example

Let’s walk through an example to clarify.

Suppose your product team decides to work on a Wishlist feature. This could be a new feature added to an existing product or an entirely new product itself.

Here’s the hierarchy:

ArtifactDescriptionExample
ThemeLarge strategic focus area spanning multiple epicsWishlist
EpicLarge body of work that supports the theme, broken into user storiesAs a customer, I want to have a wishlist so I can come back to buy products later
User StorySmall feature or requirement from user perspective- As a customer, I want to save a product to my wishlist
- As a customer, I want to view my wishlist items
TaskConcrete development or design work to implement the user story- Add "Add to wishlist" button on product page
- Create database table for wishlist items
- Build wishlist page UI

Breaking down the epic into detailed user stories makes the work testable and deliverable.

Each user story should be small enough and clear enough that the team can estimate, implement, and validate it within a sprint or two.

Tasks are the actionable steps engineers and designers take to fulfill the user stories.

This breakdown helps prevent large, vague projects that drag on without clear progress.

Why breaking down work matters

Large epics or themes are too broad to deliver directly. Without breaking them down:

  • Teams lose focus and work on assumptions rather than validated user needs.
  • Prioritization becomes impossible because the work is not granular enough.
  • Estimation is inaccurate, leading to missed deadlines.
  • Testing and validation are delayed, increasing risk.

The Agile artifacts ensure that every piece of work is connected to a user outcome and can be tested incrementally.

// scene:

Sprint planning meeting at an Indian e-commerce startup

You (PM): “Our theme this quarter is 'Wishlist.' Let's define epics and user stories so engineering can start sprint planning.”

Engineering Lead: “We need clear user stories to estimate effort properly. Tasks should be doable in 3-4 days.”

Design Lead: “I'll prepare wireframes for the wishlist UI based on the user stories.”

You (PM): “Great. We'll break down the epic into stories like 'Save product to wishlist' and 'View wishlist items.' Then create tasks like 'Add button' and 'Create database table'.”

The team aligns on scope and delivery cadence, reducing ambiguity and improving predictability.

// tension:

Without clear artifacts, sprint planning stalls and delivery slips.

The epic hypothesis and validation

An epic is not just a large chunk of work; it is a hypothesis about value delivery.

A well-formed epic contains:

  • Value statement: What value does this epic create for users or the business? How is it better than other solutions?
  • Business outcome hypothesis: What outcome do you expect if the epic is successful?
  • Leading indicators: Metrics that will show if the hypothesis is valid.
  • Non-functional requirements: Operational criteria like scalability or reliability.

For example, the Wishlist epic might have a value statement like:

"Customers want to save products to buy later, increasing repeat visits and conversion."

The business outcome hypothesis:

"If we enable wishlists, repeat purchase rate will increase by 10% in 3 months."

Leading indicators:

Number of wishlist saves, wishlist page visits, conversion rate from wishlist.

Non-functional requirements:

System must support 1 million wishlist items with 99.9% uptime.

This structure guides the team to validate assumptions early and avoid building features nobody needs.

How Indian companies use Agile artifacts

Many Indian startups and product teams adopt Agile to handle fast-changing markets and complex products.

For example:

  • Flipkart breaks large features like "Payment Gateway Integration" into epics and user stories to coordinate multiple teams.
  • Swiggy uses user stories to capture delivery partner and customer workflows, ensuring clear acceptance criteria.
  • Razorpay organizes epics around compliance and security themes, linking them to measurable risk outcomes.

The artifact hierarchy is a universal pattern that adapts well to Indian product challenges — from diverse user needs to rapid iteration cycles.

Field exercise: Practice breaking down an epic

// exercise: · 15 min
Break down a product theme into epics, user stories, and tasks

Choose a product you use daily — Swiggy, Meesho, PhonePe, or any other.

  1. Identify a theme — a big focus area or feature you think the product should build.
  2. Define one epic under that theme as a value hypothesis.
  3. Break the epic into at least two user stories written from the user's perspective.
  4. For each user story, list 2-3 tasks that engineers or designers would need to complete.

Example:

  • Theme: Referral Program
  • Epic: As a user, I want to refer friends to get discounts
  • User Story 1: As a user, I want to share my referral code via WhatsApp
  • User Story 2: As a user, I want to track how many friends signed up using my code
  • Tasks for User Story 1: Create share button, generate referral code, integrate WhatsApp share API

Write your breakdown in a document or spreadsheet. Use this as a blueprint for backlog grooming.

Common pitfalls with Agile artifacts

  • Skipping the theme level: Teams jump straight to stories without connecting to strategic goals, causing misalignment.
  • Creating epics that are too large: Epics that take months to complete are not actionable; break them down further.
  • Writing vague user stories: Stories without clear user context or acceptance criteria lead to rework.
  • Tasks that are too big: Tasks should be small enough to complete in a few days to maintain sprint rhythm.
  • Neglecting non-functional requirements: Scalability, reliability, and performance must be part of epic hypotheses.

Avoid these traps to keep your Agile process efficient and focused.

Test yourself: Agile artifact prioritization at a Series A startup

// learn the judgment

You are the PM at a Series A Indian SaaS startup building a new feature: 'Offline Mode' for their mobile app. The CEO wants it delivered in 2 months. The engineering lead says the epic is too big and needs to be broken down. You have 3 sprints before the deadline.

The call: How do you break down the 'Offline Mode' epic into manageable work? What artifacts do you create, and how do you prioritize them?

Your reasoning:

// practice

You are the PM at a Series A Indian SaaS startup building a new feature: 'Offline Mode' for their mobile app. The CEO wants it delivered in 2 months. The engineering lead says the epic is too big and needs to be broken down. You have 3 sprints before the deadline.

Your task: How do you break down the 'Offline Mode' epic into manageable work? What artifacts do you create, and how do you prioritize them?

your reasoning:

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From the field: Why Indian startups must master Agile artifacts

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