Environmental intelligence platform - built for apparel and footwear brands, and their suppliers.
Why Environmental Data Is the Hardest Part of Sustainability in Fashion
Sustainability in fashion is often framed as a reporting challenge. In reality, it is primarily a data problem – and not all data is equally difficult to collect.
While governance and social data are often qualitative or documentation-based, environmental data is fundamentally different.
It requires brands to quantify impact across:
- Materials (cotton, polyester, leather, blends, etc.)
- Processing steps (spinning, dyeing, finishing, assembly)
- Supplier-specific operations
- Energy use and its regional differences
- Transport modes and distances
Each of these variables carries its own emission factors, which can differ significantly depending on geography, production method, and material type.
In apparel and footwear, this complexity is amplified by:
- Multi-tiered supply chains
- Thousands of SKUs per season
- Constant product changes
- Limited primary data availability
As a result, the most difficult part of sustainability in fashion is not building dashboards or reports – it is collecting, structuring, cleaning and maintaining reliable environmental data at scale.
This is also where most sustainability software approaches begin to diverge.
The Four Types of Sustainability Software for Fashion
Most sustainability solutions used by fashion brands fall into one of four categories.
1. Environmental Data Platforms (Product-Level)
Primary focus: Solving environmental data complexity at the product level
Environmental data platforms are designed to address the most difficult part of sustainability in fashion: linking materials, processes, and suppliers to measurable environmental impact.
Rather than simplifying the problem, they model it, often using Life Cycle Assessment (LCA) methodologies, to reflect how products are actually made. Strong Environmental Data platforms also have the ability to do Carbon Accounting next to Product LCAs.
Strengths
- Product-level environmental insights
- Activity-based calculations grounded in physical data
- Ability to compare materials, suppliers, and design choices
- Data reusable across carbon accounting, eco-design, and reporting
- Higher accuracy through structured, traceable datasets
Limitations
- Requires structured product and supply chain data
- Implementation requires cross-team alignment
- Does not include Social and Governance data
These platforms allow brands to move from reporting impact to actively managing and reducing it.
Example: Carbonfact
Source: Carbonfact
2. Generalist ESG Platforms
Primary focus: Company-wide sustainability reporting
Generalist ESG platforms are designed to help companies manage sustainability data across environmental, social, and governance topics. They centralize reporting and often provide complete dashboards for frameworks such as CSRD, GRI, and CDP.
Strengths
- Covers a wide range of ESG topics
- Centralized reporting across teams
- Useful for compliance and disclosure where qualitative-survey answers are required
- Works across multiple industries
Limitations
- Limited product-level granularity
- Often disconnected from design and sourcing decisions
- Relies on aggregated or high-level data
- Abstracts away supply chain complexity, where most impact sits
These platforms are best suited for organizations looking to consolidate broad sustainability reporting at the corporate level.
Examples: Workiva, Worldfavor, Persefoni

Source: softwareadvice.com’s Worldfavor page.
3. Generalist Carbon Accounting Platforms
Primary focus: Measuring greenhouse gas emissions
Carbon accounting tools focus specifically on calculating emissions across Scopes 1, 2, and 3.
Many rely on spend-based data, estimating emissions based on financial data rather than physical activity. They also often rely on generic emission factors, foregoing processing steps and regional energy mixes. While this simplifies data collection and calculations, it often fails to reflect the reality of materials and production processes in fashion supply chains.
Strengths
- Structured carbon reporting aligned with the GHG Protocol
- Faster than manual or consultant-led approaches
- Useful for compliance and disclosures
Limitations
- Limited connection to product-level decisions
- Accuracy depends heavily on methodology
- Spend-based approaches do not reflect physical production reality
- Often not integrated with supply chain or design workflows
- Relies on generic emission factors that don’t give the full scope 3.1 picture
These tools are most useful for non-fashion brands focused on corporate carbon reporting.
Examples: Plan A, Greenly, Watershed

Source: Plan A website
4. Traceability Platforms
Primary focus: Supply chain transparency and supplier tracking
Traceability platforms help brands map their supply chains, track materials, and monitor supplier relationships.
They are increasingly used to support due diligence requirements and provide visibility into sourcing practices.
Strengths
- Visibility into supplier networks
- Supports compliance and risk management
- Useful for due diligence regulations
Limitations
- Limited environmental impact calculation
- Does not quantify how materials or processes affect emissions
- Requires additional tools for carbon accounting or reporting
Traceability tools are essential for understanding where products come from, but they typically do not explain what impact those products have.
Examples: Fairly Made, TrusTrace

Source: TrusTrace website
How These Sustainability Tools Work Together
These categories are not mutually exclusive.
In practice, many fashion brands combine multiple tools:
- A traceability platform to map suppliers
- An environmental data platform to calculate impact
- An ESG platform for reporting for holistic reporting
For fashion companies, generalist carbon accounting platforms aren’t recommended as they don’t provide enough accuracy and granularity on product-level impact (scope 3.1).
The key is understanding what each tool is responsible for and ensuring the underlying data is consistent across systems.
Which Sustainability Software Is Best for Fashion?
There is no single “best” sustainability software.
The right approach depends on your priorities:
- Corporate reporting → Generalist ESG platforms
- Carbon measurement outside of the fashion industry → Carbon accounting tools
- Supply chain visibility → Traceability platforms
- Fashion specific impact measurement, carbon accounting and decision-making → Environmental data platforms
What matters most is whether your setup allows you to connect sustainability data to real business decisions, not just reporting outputs.
Why Environmental Data Is Becoming the Core of Sustainability Software
As sustainability requirements evolve, a clear pattern is emerging:
Most tools make sustainability easier to report – but very few make it easier to measure accurately.
This distinction matters most in environmental impact, where:
- Scope 3 emissions dominate
- Materials and production drive the majority of impact
- Small design decisions can significantly change outcomes
Because of this, brands are increasingly shifting toward solutions that can handle product-level environmental data, rather than relying on aggregated or proxy-based approaches.
This shift is not just about accuracy – it’s about usability.
When environmental data is structured correctly, it can be reused across:
- Carbon accounting
- Eco-design decisions
- Regulatory reporting (CSRD, DPP, AGEC)
- French Eco Score calculations
- Supplier engagement
In contrast, when data is too high-level, it often remains locked in reports without influencing real decisions.
Final Takeaway for Fashion Brands
When evaluating sustainability software, the most important question is not which platform covers the most features, but:
How does this software handle environmental data – and how close is it to the reality of how your products are made?
In fashion, environmental impact is driven by materials, processes, and supply chains, not by high-level averages or financial proxies. Some tools simplify this complexity – others expose it.
The difference determines whether sustainability remains a reporting exercise, or becomes something your teams can act on.