Using data reported to CDP, we have previously built a dataset of 866 PCFs, from 145 companies, 30 industry groups, and 28 countries, showing trends of how upstream and downstream emissions vary by industry and how life cycle assessment (LCA) appears to aid companies in achieving steeper carbon reductions through improvements throughout a product’s value chain. Here, we present the greenhouse gas emissions and respective meta data for every product in this dataset. The Carbon Catalogue provides each product with name and description, PCF (in kg CO2e) and the respective LCA protocol/standard, product weight, as well as the name, industry, and country of incorporation of its manufacturer. For a subset of 421 products, the Carbon Catalogue further includes the PCF’s reported breakdown into two to nine separate stages of the product’s life cycle. For another subset of 250 products, the Carbon Catalogue includes how the respective PCFs changed and why the changes occurred.

Consumption-based accounting (CBA) of emissions (also called carbon footprints calculated using MRIO methods) accounts for emissions associated with imported and exported goods. CBA reports the total emissions associated with final demand in each country.

Emissions physically occurring in a country are its territorial emissions. This is sometimes called production-based accounting (PBA). This is the standard reporting of GHG emissions as reported by CDIAC, IEA, the JRC EDGAR database, UNFCCC, and others.

CBA can be calculated using a global multi-region input-output (MRIO) model which traces global supply chains. This dataset uses the Eora MRIO model to calculate the CBA emissions for each country.

Emissions from fossil fuel combustion and cement production are reattributed to the countries where final demand induced the production associated with those emissions. Emissions from aviation and marine bunker fuels are not included in the CBA inventory, as no method has yet been developed to allocate emissions from bunker fuels to countries other than where the fuel is bunkered.

In this dataset, territorial emissions are taken from the PRIMAP emissions database using the HISTCR scenario. Population and GDP data are from the World Bank. CBA results are from the Eora MRIO model (https://worldmrio.com) v199.82, years 1990-2018, by Daniel Moran, Keiichiro Kanemoto, and Arne Geschke.

This offer includes high-precision, carbon emission-focused LCA datasets covering a wide range of industry materials, including alloys, minerals, polymers, composites, construction materials, and sinters. These datasets provide detailed CO₂ emission factors for material extraction, processing, and lifecycle emissions, allowing companies to accurately calculate Product Carbon Footprints (PCF) and optimize material selection.

The data is region-specific, ensuring that businesses can assess the environmental impact of materials based on country-specific energy mixes and industrial practices. This level of granularity is essential for companies seeking to compare materials across different suppliers and minimize their carbon footprint while maintaining cost efficiency.

Updated bi-annually, these datasets align with ISO 14067, GHG Protocol standards and Catena-X requirements, ensuring regulatory compliance for Scope 3 emissions tracking and sustainability reporting.

Customers can access the data via API, CSV files, or the sustamize Data Platform, allowing seamless integration into LCA tools, PLM systems, and procurement workflows. By leveraging these comprehensive datasets, companies can enhance supply chain transparency, make informed sourcing decisions, and ensure compliance with global sustainability regulations.

Please refer to: https://docs.sustamizer.com/knowledge-hub/database-overview/materials for more info.

Product Carbon Footprint Calculator Market Outlook

The global market size for Product Carbon Footprint Calculators was valued at approximately USD 700 million in 2023 and is expected to reach USD 2.4 billion by 2032, growing at a compound annual growth rate (CAGR) of 14.6% during the forecast period. This significant growth is fueled by increasing environmental regulations and rising consumer awareness about sustainability practices.

One of the primary growth factors driving the Product Carbon Footprint Calculator market is the increasing emphasis on corporate sustainability and environmental responsibility. Organizations across various industries are facing mounting pressure from stakeholders, including investors, customers, and regulatory bodies, to minimize their carbon footprints. This has led to the widespread adoption of carbon footprint calculation tools that can accurately measure and report emissions, enabling companies to take actionable steps towards reducing their environmental impact. Governments around the world are also implementing more stringent regulations and providing incentives for businesses to adopt sustainable practices, further propelling market growth.

Another critical factor contributing to market expansion is technological advancements in software and data analytics. Modern Product Carbon Footprint Calculators are leveraging advanced technologies such as machine learning, artificial intelligence, and big data analytics to provide more precise and comprehensive carbon footprint assessments. These technological innovations not only enhance the accuracy of carbon measurements but also offer predictive insights, enabling businesses to forecast the environmental impact of their operations and make informed decisions. Moreover, the integration of these calculators with existing enterprise resource planning (ERP) systems and IoT devices streamlines data collection and analysis, making the tools more user-friendly and efficient.

The rising consumer awareness and demand for sustainable products are also playing a significant role in market growth. Today's consumers are more environmentally conscious and prefer to support companies that prioritize sustainability. This shift in consumer behavior is compelling businesses to adopt carbon footprint calculators to transparently report their environmental impact and enhance their brand image. Companies that can demonstrate their commitment to reducing carbon emissions are more likely to gain a competitive edge in the market, attract eco-conscious customers, and build long-term brand loyalty.

From a regional perspective, North America and Europe are expected to dominate the Product Carbon Footprint Calculator market due to stringent environmental regulations and a high level of corporate responsibility towards sustainability. However, the Asia Pacific region is anticipated to witness the highest growth rate during the forecast period, driven by rapid industrialization, increasing governmental initiatives, and a growing focus on sustainable development. Latin America and the Middle East & Africa are also expected to show considerable growth, albeit at a slower pace, as these regions gradually increase their focus on environmental sustainability.

Component Analysis

The Product Carbon Footprint Calculator market can be segmented by component into software and services. The software segment comprises the tools and platforms employed to calculate and analyze carbon footprints, while the services segment includes consultancy, training, and support services provided to businesses to help them effectively utilize these tools.

In the software segment, advancements in technology have significantly enhanced the capabilities of carbon footprint calculators. Modern software solutions are equipped with sophisticated algorithms and machine learning capabilities that provide precise and comprehensive carbon footprint assessments. These tools can integrate with other business systems such as ERP and IoT devices to automatically collect and analyze data, thereby reducing human error and increasing efficiency. The software segment is expected to witness robust growth due to the increasing demand for advanced and user-friendly carbon footprint calculation tools.

The services segment is equally critical as it provides the necessary support and expertise to businesses to optimize the use of carbon footprint calculators. Consultancy services play a crucial role in helping organizations understand and interpret the data provided by these tools, and in developing strategies to

This offer includes high-precision, carbon emission-focused LCA datasets covering Materials, Production (Processes and Machines), and Energy, enabling companies to conduct accurate Product Carbon Footprint (PCF) calculations. The data is region-specific, updated bi-annually, and aligned with ISO 14067 and GHG Protocol standards. Customers can access the datasets via API, CSV files, or the sustamize Data Platform, ensuring seamless integration into LCA tools, PLM systems, and sustainability reporting workflows. By utilizing these comprehensive CO₂ datasets, businesses can enhance supply chain transparency, improve Scope 3 emissions tracking, and ensure compliance with global sustainability regulations. Please refer to: https://docs.sustamizer.com/knowledge-hub/database-overview/overview for more info.

Product Carbon Footprint Verification Market size was valued at USD 12.76 Billion in 2023 and is projected to reach USD 64.19 Billion by 2031, growing at a CAGR of 26% during the forecast period 2024-2031.

Global Product Carbon Footprint Verification Market Drivers

The Product Carbon Footprint (PCF) Verification Market is influenced by a variety of market drivers that reflect the growing concerns around sustainability, regulatory demands, consumer preferences, and technological advancements. Here are some key market drivers:

Regulatory Compliance: Governments worldwide are implementing stricter regulations regarding carbon emissions and sustainability reporting. Companies are required to measure and report their carbon footprints to comply with these regulations, driving demand for verification services. Growing Consumer Awareness: As consumers become more environmentally conscious, they increasingly prefer products that are sustainably sourced and have lower carbon footprints. This shift in consumer behavior compels companies to obtain PCF verification to enhance their market appeal.

Global Product Carbon Footprint Verification Market Restraints

The market for Product Carbon Footprint (PCF) verification is growing as businesses across various sectors increasingly recognize the importance of sustainability and carbon management. However, there are several market restraints that can impact the growth and adoption of PCF verification services. These include:

Cost Implications: Implementing PCF verification can be associated with significant costs, including certification fees, consultancy costs, and internal resource allocation. Smaller companies may find these costs prohibitive. Complexity of Measurement: Accurately measuring a product's carbon footprint can be complex due to the need for detailed data across the entire supply chain. This complexity can deter businesses from pursuing verification.

Product Carbon Footprint Software Market Outlook

The global Product Carbon Footprint Software market size was valued at approximately USD 600 million in 2023 and is expected to reach around USD 2,500 million by 2032, growing at a robust CAGR of 17% from 2024 to 2032. The market is witnessing significant growth driven by increasing environmental awareness, stringent regulatory frameworks, and corporate sustainability initiatives. As companies strive to reduce their carbon footprints and contribute to environmental conservation, the demand for sophisticated software solutions that can accurately track and manage carbon emissions is rising substantially.

One of the primary growth factors in the Product Carbon Footprint Software market is the rising awareness of environmental issues among both consumers and companies. Consumers are increasingly demanding transparency regarding the carbon footprint of products they purchase, pushing companies to adopt more sustainable practices. Additionally, businesses are recognizing the financial and reputational benefits of reducing their carbon emissions, which further drives the adoption of these software solutions. This heightened awareness is not only seen in developed regions but is also spreading to emerging markets, creating a global surge in demand for carbon footprint software.

Another significant driver is the stringent regulatory environment surrounding carbon emissions. Governments around the world are implementing policies and regulations aimed at reducing carbon emissions to combat climate change. These regulations often require companies to report their carbon emissions accurately, which necessitates the use of advanced software solutions. The increasing number of international agreements and national policies focused on carbon reduction is expected to fuel the demand for product carbon footprint software over the forecast period. Companies that do not comply with these regulations risk facing hefty fines and damage to their reputation, thereby incentivizing the adoption of such software.

Corporate sustainability initiatives are also playing a crucial role in the growth of the Product Carbon Footprint Software market. Many organizations are setting ambitious sustainability goals, such as achieving net-zero carbon emissions by a certain date. To meet these goals, companies need detailed and accurate data on their carbon footprint, which can be provided by specialized software. These initiatives are often part of broader Environmental, Social, and Governance (ESG) strategies that are increasingly important to investors, customers, and other stakeholders. As a result, the integration of carbon footprint software into corporate sustainability strategies is becoming more commonplace.

In this context, Life Cycle Assessment Service plays a pivotal role in enhancing the effectiveness of carbon footprint software. By providing a comprehensive analysis of the environmental impact of a product throughout its entire life cycle, from raw material extraction to disposal, these services enable companies to identify key areas for improvement. This holistic approach not only aids in reducing carbon emissions but also aligns with broader sustainability goals. Companies leveraging Life Cycle Assessment Service can gain deeper insights into their environmental performance, facilitating more informed decision-making and strategic planning. As a result, integrating these services into carbon footprint management strategies is becoming increasingly essential for businesses aiming to achieve long-term sustainability.

From a regional perspective, North America and Europe are leading in the adoption of product carbon footprint software, driven by early adoption of strict environmental regulations and a high level of environmental awareness. However, regions such as Asia Pacific and Latin America are catching up rapidly due to increasing industrialization, urbanization, and the implementation of new environmental regulations. The market in these regions is expected to grow significantly over the forecast period, driven by both regulatory pressures and a growing recognition of the importance of sustainability among businesses.

Component Analysis

The Product Carbon Footprint Software market can be segmented by component into Software and Services. The software component includes various to

Comprehensive dataset of 14000+ listed companies globally - covering developed, emerging and frontier markets and looks at GHG metrics (Scope 1, Scope 2 & Scope 3) from years 2016 - 2022

Our ESG Data is crawled from publicly available company disclosures using our cognitive search engine. The data undergoes validation by our team of expert analysts to identify, verify and document outliers. Following reprocessing and data appending, the data undergoes algorithmic assurance before final approval by team leads specializing in each area of impact. The combination of human and machine quality control delivers a high level of confidence in the accuracy of the data. Where unavailable, indicators are gap-filled using estimations based on ML models that provide outputs with higher correlation with actuals.

GIST’s GHG emissions data can be used to: - Measure carbon impacts of companies and portfolios - Benchmark companies within their sector - Benchmark a portfolio against indices - Screen companies for risk and opportunity - Integrate sustainability into portfolio decision-making

The data can also be used to augment sustainability disclosures, reporting and regulatory compliance.

GHG emissions consist of direct emissions (operations and factories - Scope 1) and indirect emissions (purchased energy - Scope 2, upstream and downstream emissions - scope 3)

The primary greenhouse gas (GHG) sources for agriculture are nitrous oxide (N2O) emissions from cropped and grazed soils, methane (CH4) emissions from ruminant livestock production and rice cultivation, and CH4 and N2O emissions from managed livestock waste. The management of cropped, grazed, and forestland has helped offset GHG emissions by promoting the biological uptake of carbon dioxide (CO2) through the incorporation of carbon into biomass, wood products, and soils, yielding a U.S. net emissions of 5,903 MMT CO2 eq (million metric tonnes of carbon dioxide equivalents). Net emissions equate to total greenhouse gas emissions minus CO2 sequestration in growing forests, wood products, and soils. The report 'U.S. Agriculture and Forestry Greenhouse Gas Inventory: 1990-2018' serves to estimate U.S. GHG emissions for the agricultural sector, to quantify uncertainty in emission estimates, and to estimate the potential of agriculture to mitigate U.S. GHG emissions. This dataset contains tabulated data from the figures and tables presented in Chapter 2, Livestock and Grazed Lands Emissions, of the report. This chapter covers carbon dioxide, methane, and nitrous oxide emissions and removals due to enteric fermentation, animal waste management, and land use for confined and grazed animals. Please refer to the report for full descriptions of and notes on the data. Resources in this dataset:Resource Title: Table 2-1. File Name: Table2_1.csvResource Description: Greenhouse Gas Emission Estimates and Uncertainty in the United States, 2018 for enteric fermentation, managed waste, grazed land, grazed land remaining grazed land, and land converted to grazed land, in MMT CO2 eq. Measured in Millions of Metric Tons, Carbon Dioxide Equivalent (MMT CO2 eq.) and also displayed in percentage units.Resource Title: Table 2-2. File Name: Table2_2.csvResource Description: Greenhouse Gas Emissions by Livestock Category and Source, 2018. For enteric fermentation, managed livestock waste, and grazed land, in MMT CO2 eq. (Millions of Metric Tons, Carbon Dioxide Equivalent)Resource Title: Table 2-3. File Name: Table2_3.csvResource Description: Descriptions of livestock waste deposition and storage pathways.Resource Title: Table 2-4. File Name: Table2_4.csvResource Description: Methane emissions from enteric fermentation, 1990-2018, from beef cattle, dairy cattle, sheep, poultry, swine, horses, goats, American bison, and mules and asses in MMT CO2 eq. (Millions of Metric Tons, Carbon Dioxide Equivalent)Resource Title: Table 2-5. File Name: Table2_5.csvResource Description: Greenhouse Gas Emissions from Managed Livestock Waste in 1990, 1995, 2000, 2005, 2010-2018. In MMT CO2 eq. (Millions of Metric Tons, Carbon Dioxide Equivalent).Resource Title: Table 2-6. File Name: Table2_6.csvResource Description: Greenhouse Gas Emissions from Grazed Lands in 1990, 1995, 2000, 2005, 2010-2018, for nitrous oxide and methane, presented in MMT CO2 eq. (Millions of Metric Tons, Carbon Dioxide Equivalent).Resource Title: Data for Figure 2-1. File Name: Figure2_1.csvResource Description: Greenhouse Gas Emissions from Livestock, 2018. MMT CO2 eq. emissions from beef cattle, dairy cattle, sheep, poultry, swine, horses, goats, bison, and mules. Measured in Millions of Metric Tons, Carbon Dioxide Equivalent (MMT CO2 eq.) and also displayed in percentage units.Resource Title: Data for Figure 2-2. File Name: Figure2_2.csvResource Description: Greenhouse Gas Emissions from Managed Livestock Waste by Livestock Type, 2018. MMT CO2 eq. emissions from beef cattle, dairy cattle, sheep, poultry, swine, horses, goats, bison, and mules. Measured in Millions of Metric Tons, Carbon Dioxide Equivalent (MMT CO2 eq.) and also displayed in percentage units.Resource Title: Data for Figure 2-3. File Name: Figure2_3.csvResource Description: Greenhouse Gas Emission from Managed Livestock Waste, 1990-2018. MMT CO2 eq. (Millions of Metric Tons, Carbon Dioxide Equivalent) for N2O and CH4.Resource Title: Data for Figure 2-4. File Name: Figure2_4.csvResource Description: Estimated Reductions in Methane Emissions from Anaerobic Digesters, 2000-2018 in MMT CO2 eq. (Millions of Metric Tons, Carbon Dioxide Equivalent).Resource Title: Data for Map 2-1. File Name: Map2_1.csvResource Description: GHG Emission from Livestock Production in 2018, by U.S. State, in MMT CO2 eq. (Millions of Metric Tons, Carbon Dioxide Equivalent)Resource Title: Data for Map 2-2. File Name: Map2_2.csvResource Description: Map 2-2 Methane Emissions from Enteric Fermentation in 2018, by U.S. State, in MMT CO2 eq. (Millions of Metric Tons, Carbon Dioxide Equivalent).Resource Title: Data for Map 2-3. File Name: Map2_3.csvResource Description: GHG Emission from Managed Livestock Waste in 2018, by U.S. State, in MMT CO2 eq. (Millions of Metric Tons, Carbon Dioxide Equivalent).Resource Title: Chapter 2 Appendix Tables. File Name: Chapter2_Appendix_Tables.xlsxResource Description: Chapter 2 includes 27 appendix tables, that include data on, inter alia, the population of animals by state, emission factors for livestock, state level GHG emissions from enteric fermentation, state level methane and nitrous oxide emissions from managed manure, and state volatile solids production rates for 2018.Resource Title: Figures, maps, tables and appendices from Chapter 2. File Name: Chapter 2 Data.zip

Product Carbon Footprint Calculator Market size was valued at USD 89.1 Billion in 2023 and is projected to reach USD 155.6 Billion by 2031, growing at a CAGR of 7.3% during the forecast period 2024-2031.

Global Product Carbon Footprint Calculator Market Drivers

The market drivers for the Product Carbon Footprint Calculator Market can be influenced by various factors. These may include:

Increasing Regulatory Pressure: Governments and regulatory bodies are implementing stricter environmental regulations, requiring companies to measure and report their carbon emissions. This drives demand for product carbon footprint calculators to ensure compliance. Growing Consumer Awareness: Consumers are becoming more environmentally conscious and are demanding transparency regarding the carbon impact of products. Companies are using carbon footprint calculators to assess and communicate their sustainability efforts to customers.

Global Product Carbon Footprint Calculator Market Restraints

Several factors can act as restraints or challenges for the Product Carbon Footprint Calculator Market. These may include:

High Implementation Costs: Developing and implementing carbon footprint calculators can involve significant upfront costs, especially for small and medium-sized enterprises (SMEs) that may have limited budgets for sustainability initiatives. Complexity of Data Collection: Accurate carbon footprint calculation requires comprehensive data on materials, processes, and emissions, which can be difficult to gather and standardize, creating barriers for businesses.

Carbon Footprint Food Scanner Market Outlook

According to our latest research, the global carbon footprint food scanner market size reached USD 1.24 billion in 2024, reflecting robust growth driven by heightened consumer and regulatory focus on sustainability. The market is projected to grow at a CAGR of 18.7% from 2025 to 2033, with the total market size expected to reach USD 6.08 billion by 2033. This surge is underpinned by increasing awareness of climate change impacts, advancements in food technology, and the integration of digital solutions across the food supply chain. As per our latest research, the adoption of carbon footprint food scanners is being accelerated by both consumer demand for transparency and corporate commitments to environmental stewardship.

The primary growth factor for the carbon footprint food scanner market is the rising demand for sustainable food choices among consumers. As individuals become more conscious of their environmental impact, there has been a significant shift toward products and services that provide transparency regarding carbon emissions. Food scanners that quantify and display the carbon footprint of products at the point of purchase are gaining traction, particularly among millennials and Gen Z consumers. This trend is further amplified by the proliferation of eco-labeling initiatives and the integration of environmental scoring in retail environments. The growing prevalence of mobile applications and handheld devices makes it easier for consumers to access real-time carbon data, thereby supporting informed and sustainable purchasing decisions.

Another critical driver is the increasing regulatory pressure on food manufacturers and retailers to disclose and reduce their carbon emissions. Governments and international bodies are enacting stricter guidelines on carbon reporting, particularly within the food and beverage sector, which is a significant contributor to global greenhouse gas emissions. The adoption of carbon footprint food scanners helps businesses comply with these regulations by providing accurate, traceable data on the carbon intensity of their products. This not only ensures compliance but also enhances brand reputation and customer loyalty by demonstrating a commitment to sustainability. As a result, companies are investing heavily in advanced scanning technologies and digital platforms that facilitate seamless integration with existing supply chain management systems.

Technological innovation is also a major catalyst for market expansion. The evolution of barcode/QR code scanning, image recognition, and database integration technologies has made carbon footprint assessment more accessible, accurate, and scalable. Advanced algorithms and AI-driven analytics enable real-time analysis of a product's lifecycle emissions, from raw material sourcing to end-user consumption. This technological leap has broadened the application of food scanners beyond retail, extending to food service providers, manufacturers, and even household users. Integration with cloud-based platforms and IoT devices further enhances the capability of these solutions, enabling continuous monitoring and reporting of carbon footprints across the entire food value chain. This convergence of digital innovation and sustainability is expected to drive sustained growth in the carbon footprint food scanner market.

Regionally, Europe currently leads the market due to its stringent environmental regulations, high consumer awareness, and proactive industry initiatives. North America follows closely, with significant adoption among both businesses and consumers, while Asia Pacific is emerging as a high-growth region driven by rapid urbanization and increasing environmental consciousness. Latin America and the Middle East & Africa are also witnessing growing interest, albeit from a smaller base, as sustainability becomes a priority for both governments and multinational food companies operating in these regions. Overall, the global landscape is characterized by a dynamic interplay of regulatory, technological, and consumer-driven forces that are shaping the future of the carbon footprint food scanner market.

The Product Carbon Footprint (PCF) software market is experiencing robust growth, projected to reach a market size of $578 million in 2025 and maintain a Compound Annual Growth Rate (CAGR) of 9.8% from 2025 to 2033. This expansion is driven by increasing regulatory pressures mandating carbon accounting, heightened consumer demand for sustainable products, and a growing corporate commitment to environmental, social, and governance (ESG) initiatives. Companies across various sectors are actively seeking PCF software solutions to measure, manage, and reduce their environmental impact, leading to significant market demand. The market is segmented by application (large enterprises and SMEs) and type (cloud-based and on-premise solutions), with cloud-based solutions witnessing faster adoption due to their scalability, cost-effectiveness, and ease of access. Key players like SAP, Siemens, and Atos are leveraging their existing enterprise resource planning (ERP) and sustainability expertise to offer comprehensive PCF software solutions, while specialized providers like Sphera and One Click LCA cater to niche segments. The competitive landscape is dynamic, with both established players and innovative startups vying for market share, leading to continuous product innovation and enhanced functionality. The market's growth trajectory is fueled by several factors. The increasing availability of accurate carbon emission data and advanced analytics capabilities within PCF software allows for precise carbon footprint calculations and effective emission reduction strategies. Furthermore, the integration of PCF software with other enterprise systems streamlines data collection and reporting, making it easier for companies to comply with sustainability regulations and demonstrate their environmental performance to stakeholders. While data privacy and security concerns might pose certain restraints, the overwhelming benefits of improved transparency, reduced environmental impact, and enhanced brand reputation are driving widespread adoption. The North American and European markets currently dominate the PCF software landscape, but emerging economies in Asia-Pacific are anticipated to witness significant growth in the coming years driven by increased industrialization and government regulations.

The Product Carbon Footprint (PCF) Platform market is experiencing robust growth, driven by increasing regulatory pressures, heightened consumer awareness of environmental impact, and the growing need for corporate sustainability reporting. The market, estimated at $2 billion in 2025, is projected to experience a Compound Annual Growth Rate (CAGR) of 15% from 2025 to 2033, reaching an estimated $7 billion by 2033. This expansion is fueled by the rising adoption of PCF software across large enterprises and SMEs, particularly those in carbon-intensive industries like manufacturing, transportation, and energy. The cloud-based segment is currently dominating the market due to its scalability, cost-effectiveness, and accessibility, although on-premises solutions continue to hold a significant share, particularly among organizations with stringent data security requirements. Key market drivers include mandatory carbon disclosure regulations (e.g., the EU's Corporate Sustainability Reporting Directive), the increasing demand for supply chain transparency, and the rising investor focus on ESG (Environmental, Social, and Governance) factors. Significant market trends include the integration of PCF platforms with other sustainability management tools, the development of more sophisticated methodologies for PCF calculation, and the increasing use of Artificial Intelligence (AI) and machine learning to automate data collection and analysis. While the market faces challenges such as the complexity of PCF calculation and the potential for data inconsistencies across different organizations, the overall outlook remains positive. The growing availability of user-friendly software, coupled with increasing awareness of the benefits of PCF management, is expected to overcome these restraints, driving market expansion in the coming years. The competitive landscape is highly dynamic, with established players like SAP and Siemens competing with emerging specialized PCF providers. This fosters innovation and enhances the overall value proposition for businesses seeking to reduce their environmental footprint.

Growing awareness among the businesses and consumers regarding their environmental impact is leading to demand for carbon footprint tracking and reduction. In response to this, companies are integrating sustainability into their operations to improve brand image and attract environmentally conscious consumers. Thus, growing demand for curbing carbon emission is projected to enable the surpass the market size of around USD 12.5 Billion valued in 2023 and reach a USD 46.01 Billion by 2031.

Also, emergence of policies like the European Union Emissions Trading Scheme (EU ETS) and COP27 agreements are driving demand for carbon management solutions. The government support along with the compliance with stringent regulations is projected to encouraging businesses to embrace these tools for reducing the green house gas emissions. The adoption of such laws and policies is enabling the market grow at a CAGR of about 23% from 2024 to 2031.

Carbon Footprint Management Market: Definition/ Overview

Carbon footprint management refers to the strategic planning, measurement, reduction, and offsetting of greenhouse gas emissions associated with the activities of individuals, organizations, products, or events. The primary goal of carbon footprint management is to lower the overall impact of the greenhouse gas emissions, especially carbon dioxide (CO2), on the environment and completely mitigate contributions to climate change. This includes a systematic approach to identifying, assessing, and addressing the sources of greenhouse gas emissions throughout the entire lifecycle of a product or the operations of an entity. Utilizing cutting-edge tools, software platforms, artificial intelligence, and data analytics enables carbon footprint management solutions entails calculating emissions, setting reduction goals, putting those goals into action, and adhering to legal obligations.

Effective carbon footprint management is crucial for organizations and individuals aiming to contribute to global climate goals, demonstrate environmental responsibility, and meet the expectations of stakeholders, customers, and regulatory bodies. It aligns with broader sustainability initiatives and supports the transition toward a low-carbon and environmentally sustainable future. Additionally, new options for firms to trade carbon credits or green finances tn8yand take part in carbon offsetting projects have been made possible by the development of carbon markets and carbon pricing mechanisms in various countries. A growing trend is integrated sustainability reporting, in which businesses reveal both their financial performance and initiatives to cut carbon emissions. Furthermore, partnerships and creative solutions to combat climate change have been developed as a result of increased government, corporate, and environmental organization interactions. Additionally, the growth of green finance and sustainable investing has motivated companies to enhance their carbon management procedures to draw in investors who care about the environment.

This dataset contains CO2 Emissions by sectors for 2020. Follow datasource.kapsarc.org for timely data to advance energy economics research. Notes:Note: The IEA Greenhouse gas emissions from energy product replaces the IEA CO2 emissions from fuel combustion product, with expanded content. Similarly, the Greenhuose gas emissions from energy highlights replaces the IEA CO2 emissions from fuel combustion highlights. This extract from the Greenhouse Gas Emissions from Energy 2022 database contains an extensive selection of GHG emissions data for over 190 countries and regions. Emissions data are based on the IEA World Energy Balances 2022 and on the 2006 IPCC Guidelines for Greenhouse Gas Inventories.

The carbon footprint from the information and communications technology (ICT) sector has become a topic of great interest with the current climate change scenario. The most significant contributions of green house gases in this sector are attributable to the data center segment, with a share of 45 percent, followed by communications network at 24 percent.

The Product Carbon Footprint (PCF) Calculator market is experiencing robust growth, driven by increasing regulatory pressure to reduce carbon emissions, heightened consumer awareness of environmental issues, and the growing need for corporate sustainability reporting. The market, currently estimated at $2 billion in 2025, is projected to expand at a Compound Annual Growth Rate (CAGR) of 15% from 2025 to 2033, reaching an estimated $7 billion by 2033. This expansion is fueled by the rising adoption of PCF calculators across various sectors, including large enterprises striving to meet ESG (Environmental, Social, and Governance) goals and SMEs seeking to improve their sustainability performance. Cloud-based solutions are dominating the market, owing to their scalability, accessibility, and cost-effectiveness. Significant market segmentation exists within application (large enterprises and SMEs) and type (cloud-based and on-premise). While large enterprises currently hold a larger market share due to their greater resources and regulatory scrutiny, the SME segment is experiencing rapid growth as more smaller businesses recognize the value of PCF calculation in improving operations and attracting environmentally conscious customers. Geographic distribution shows North America and Europe as leading markets, but significant growth opportunities exist in Asia Pacific and other developing regions as sustainability regulations become more widespread and awareness increases. The competitive landscape is dynamic, with both established players like SAP and BCG and specialized software providers driving innovation and market penetration. Challenges for the market include the complexity of PCF calculation, data availability and quality, and the need for user-friendly and accessible tools. However, the overall market outlook remains positive, indicating substantial long-term growth potential.

This offer includes high-precision, carbon emission-focused LCA datasets covering transportation modes (road, rail, air, sea) and packaging materials, helping businesses assess the full CO₂ footprint of their logistics operations. This dataset enables companies to optimize their supply chains by selecting the most carbon-efficient transportation methods and packaging solutions.

With rising sustainability expectations, businesses must track Scope 3 logistics emissions to meet CSRD and CBAM reporting requirements. This dataset provides real-time, region-specific CO₂ factors, ensuring that transportation and packaging-related emissions are accurately quantified and monitored.

By integrating this data via API, CSV files, or the sustamize Data Platform, businesses can seamlessly incorporate logistics emissions into their LCA and supply chain decision-making. This allows them to optimize routes, improve packaging efficiency, and meet regulatory requirements, all while reducing their overall carbon footprint.

Annual country-level estimates for 66 countries for the three indicators are presented by industry for 45 industries, for the years 1995-2018.CO₂ emissions from fuel consumption are in millions of metric tons of CO₂.CO₂ emissions intensities are in metric tons of CO₂ emissions per $1 million USD of output.CO₂ emissions multipliers are in metric tons of CO₂ emissions per $1 million USD of output.Sources: OECD (2021), OECD Inter-Country Input-Output Database, https://oe.cd/icio; OECD (2021), Trade in embodied CO₂ (TeCO2) Database, https://www.oecd.org/sti/ind/carbondioxideemissionsembodiedininternationaltrade.htm; Organisation for Economic Co-operation and Development (OECD). 2021. Input-Output Tables (IOTs) (https://oe.cd/i-o).Category: Greenhouse Gas (GHG) EmissionsData series: CO2 emissionsCO2 emissions intensitiesCO2 emissions multipliersMetadata:Input-Output tables and Carbon Emissions for 66 Countries and 45 industries have been taken from the OECD’s compilation of indicators on “Carbon dioxide emissions embodied in international trade” (2021 ed.) which combines the Input-Output Database and Trade in embodied CO₂ (TeCO2) Database. In this release of TeCO2 sourced from OECD, emissions from fuels used for international aviation and maritime transport (i.e. aviation and marine bunkers) are also considered.The data series “CO₂ emissions, emission intensities; emission multipliers” was earlier referred to as “Carbon emissions from fuel combustion per unit of output” in the previous vintage of the Climate Change Indicator Dashboard.Methodology:CO₂ emission intensities are calculated by dividing the CO₂ emissions from fuel consumption by output from the OECD Inter-Country Input-Output (ICIO) Tables and multiplying the result by 1 million for scaling purposes. CO₂ emission multipliers are calculated by multiplying the Leontief inverse (also known as output multipliers matrix) from the OECD Inter-Country Input-Output (ICIO) Tables by the CO₂ emission intensities.Disclaimer:Users are encouraged to examine the documentation, metadata, and sources associated with the data. User feedback on the fit-for-use of this product and whether the various dimensions of the product are appropriate is welcome.Note on CO2 Emissions, Intensities, and Multipliers, June 2022Update of the CO₂ emissions by industry - April 2022

Food emissions vary greatly depending on product, though red meats typically have the largest carbon footprints. One kilogram of beef (beef herd) produces an average of 99.48 kilograms of carbon dioxide equivalent (kg CO2eq), while one kilogram of poultry meat produces les than 10 kg CO2eq. Food production is a major source of greenhouse gas emissions worldwide.