Coffee Bean Sales Dataset - Comprehensive Insights into Coffee Orders, Customers, and Products

Description: Elevate your data-driven coffee journey with the Coffee Bean Sales Dataset, a treasure trove of information that delves into the world of coffee orders, customer profiles, and an extensive range of coffee products. Whether you're a coffee enthusiast, a data analyst, or a business owner, this dataset provides valuable insights into the coffee industry.

Contents:

Orders Worksheet:

Order ID: A unique identifier for each coffee order. Order Date: The date when the order was placed. Customer ID: An identifier linking the order to a specific customer. Product ID: A unique identifier for each coffee product. Quantity: The quantity of the coffee product ordered.

Customers Worksheet:

Customer ID: A unique identifier for each customer. Customer Name: The name of the customer. Email Address: Contact information for customers. Phone Number: Another contact detail for customers. And more: Explore a wide range of customer attributes for segmentation and analysis.

Products Worksheet:

Product ID: A unique identifier for each coffee product. Coffee Type: The type or blend of coffee, such as Arabica or Robusta. Roast Type: The roast level, including light, medium, or dark roast. Size: Information about the product size. Unit Price: The price of a single unit of the coffee product. Price Per 100g: The price per 100 grams for detailed price comparisons. Profit: Insights into the profitability of each coffee product.

Use Cases:

Market Analysis: Uncover trends in coffee consumption by analysing order patterns over time. Customer Segmentation: Create customer segments based on demographics and preferences. Product Strategy: Identify the most profitable coffee products and optimize pricing. Inventory Management: Ensure that the right quantities of each coffee product are stocked. Marketing Campaigns: Tailor marketing campaigns to specific customer segments.

Get your hands on the Coffee Bean Sales Dataset and start brewing insights today!

USK COFFEE Dataset

## Overview

USK COFFEE Dataset is a dataset for instance segmentation tasks - it contains Beans annotations for 7,999 images.

## Getting Started

You can download this dataset for use within your own projects, or fork it into a workspace on Roboflow to create your own model.

  ## License

  This dataset is available under the [Public Domain license](https://creativecommons.org/licenses/Public Domain).

Over the last two observations, the combined revenue per capita is forecast to significantly increase in all segments. As part of the positive trend, the combined revenue per capita achieve the maximum value across all two different segments by the end of the comparison period. Notably, the segment Roast Coffee stands out with the highest value of 226.67 U.S. dollars. Find other insights concerning similar markets and segments, such as a comparison of revenue in Russia and a comparison of average price per unit (PPU) in Finland. The Statista Market Insights cover a broad range of additional markets.

Coffee-Gym/COFFEE-Dataset dataset hosted on Hugging Face and contributed by the HF Datasets community

Use Cases for the USK-Coffee Project

1. Quality Assurance in Coffee Production

The model can be implemented to automate the process of checking coffee beans during sorting. By identifying DEFECT, LONGBERRY, PEABERRY, and PREMIUM beans, it ensures high standards in quality control. This enhances the efficiency of the sorting process, minimizes manual errors, and maintains consistent product quality.

2. Coffee Trade and Retail

Online coffee retailers can use this model to validate the type of coffee beans being sold on their platforms. This ensures that customers receive exactly what they are expecting when purchasing coffee beans. It can also assist sellers in categorizing their inventory accurately, improving customer satisfaction and trust.

3. Agriculture Research

Researchers studying coffee plants can leverage this model to visually classify different types of coffee beans. This aids in their research by speeding up the categorization process and providing more reliable data for studies related to coffee genetics, cultivation, and quality improvement.

4. Coffee Education

The model can be integrated into interactive educational platforms designed for coffee enthusiasts, baristas, and industry professionals. It helps learners distinguish between different coffee classes, enhancing their knowledge and expertise seamlessly.

5. Automated Coffee Grading

By using this model within machines designed for automated coffee grading, producers and processors can improve the efficiency and accuracy of the grading process. This automation reduces the reliance on manual inspections while maintaining or exceeding current grading standards.

Dataset File Framework

The dataset, USK-Coffee, is organized as follows:

USK-Coffee
|-- test 1600
|  |-- defect (400 Images)
|  |-- longberry (400 Images)
|  |-- peaberry (400 Images)
|  |-- premium (400 Images)
|-- train 4800
|  |-- defect (1200 Images)
|  |-- longberry (1200 Images)
|  |-- peaberry (1200 Images)
|  |-- premium (1200 Images)
|-- val 1600
|  |-- defect (400 Images)
|  |-- longberry (400 Images)
|  |-- peaberry (400 Images)
|  |-- premium (400 Images)

Dataset Annotation Team

The dataset annotations were contributed by the following team members: - Imam Sayuti, S.Tr.Kom., M.T. - Fatimah, S.T - Dr. Ir. Kahlil, S.T., M.Eng (Supervisor)

Data Source and Base

The dataset is provided by the Computer Vision Research Group (https://comvis.unsyiah.ac.id/usk-coffee/) and is based on the research paper:

Febriana, A., Muchtar, K., Dawood, R., Lin, CY. (2022, June). "USK-COFFEE Dataset: A Multi-class Green Arabica Coffee Bean Dataset for Deep Learning." In 2022 IEEE International Conference on Cybernetics and Computational Intelligence (CyberneticsCom). IEEE.

Graph and download economic data for Consumer Price Index for All Urban Consumers: Coffee in U.S. City Average (CUSR0000SEFP01) from Jan 2003 to Jun 2025 about coffee, urban, consumer, CPI, price index, indexes, price, and USA.

Dataset Card for Beans

  Dataset Summary

Coffee Beans Grading

  Supported Tasks and Leaderboards

image-classification: Based on a coffee bean grading, the goal of this task is to grade single beans for clusterization.

  Languages

Indonesia

  Dataset Structure





  Data Instances

A sample from the training set is provided below: { 'image_file_path':… See the full description on the dataset page: https://huggingface.co/datasets/rasyidf/coffee-beans.

The Global Coffee Market Report is Segmented by Product Type (Whole-Bean, Ground Coffee, Instant Coffee, and Coffee Pods and Capsules), Distribution Channel (On-Trade and Off-Trade), and Geography (North America, Europe, Asia-Pacific, South America, and Middle East & Africa). The Report Offers the Market Sizes and Forecasts in Terms of Value (USD) for all the Above Segments.

The US Coffee Market Report is Segmented by Product Type (Whole Bean, Ground Coffee, Instant Coffee, and Coffee Pods and Capsules), Type (Conventional and Specialty), Packaging Type (Flexible, Rigid, and Single-Serve), Distribution Channel (On-Trade and Off-Trade Channel) and Geography (California, Texas, Florida, and More). The Market Forecasts are Provided in Terms of Value (USD).

The Report Covers North America Specialty Coffee Market Growth and it is segmented by Product Type (Whole-Bean, Ground Coffee, Instant Coffee, Coffee Pods, and Capsules); by Distribution Channel (On-Trade and Off-Trade), and by Geography (United States, Canada, Mexico, and the Rest of North America). The Market Size and Values Are Provided in Terms of (USD Million) During the Forecasted Years for the Above Segments.

Snapshot img

Coffee Market Size 2025-2029

The coffee market size is forecast to increase by USD 37.7 billion, at a CAGR of 6.9% between 2024 and 2029.

The market is experiencing significant growth, fueled by the increasing popularity of coffee and the trend towards specialty coffee and premiumization. Consumers' preference for high-quality, unique coffee experiences is driving this trend, leading companies to invest in innovative products and production methods. Climate change poses a significant threat to coffee production, with extreme weather conditions and supply chain disruptions becoming increasingly common. Extreme weather conditions and supply chain disruptions pose significant risks to coffee farmers and producers, potentially leading to decreased yields and increased costs.
Companies must adapt to these challenges by implementing sustainable farming practices, investing in technology to mitigate the effects of climate change, and diversifying their supply chains to reduce reliance on specific regions. To capitalize on the market's growth and navigate these challenges, companies must stay informed of consumer preferences and trends, invest in research and development, and build resilient supply chains.

What will be the Size of the Coffee Market during the forecast period?

Explore in-depth regional segment analysis with market size data - historical 2019-2023 and forecasts 2025-2029 - in the full report.
Request Free Sample

The market continues to evolve, with dynamic shifts in consumer preferences, technological advancements, and sustainability initiatives shaping the landscape. Coffee tastings and innovation are at the forefront of this evolution, as roasters and retailers explore new flavor profiles and brewing methods. Antioxidants found in coffee beans have gained renewed attention for their potential health benefits, driving demand for organic and traceable coffee beans. Brewing equipment, from French presses to espresso machines, and coffee filters, continue to advance, offering consumers greater control over their coffee experience. Coffee roasting techniques, such as roast profiles and coffee training, have become essential skills for baristas and home enthusiasts alike.

Coffee byproducts, including coffee waste and brewed coffee grounds, are being repurposed for various applications, from fertilizer to biofuels, further highlighting the industry's commitment to sustainability. Coffee certifications, such as fair trade and organic, continue to influence purchasing decisions, as consumers increasingly demand ethical and environmentally responsible sourcing. Cold brew and instant coffee have emerged as popular alternatives to traditional brewing methods, catering to diverse consumer preferences. Coffee aroma and flavor remain key differentiators, with specialty coffee shops and cafes offering unique blends and roasts to attract discerning customers. Caffeine content and coffee brewing techniques, such as drip coffee and espresso, continue to be refined, ensuring a consistent and high-quality experience for consumers.

The ongoing exploration of coffee's rich flavors and the pursuit of sustainable and ethical practices underscore the continuous dynamism of this vibrant market.

How is this Coffee Industry segmented?

The coffee industry research report provides comprehensive data (region-wise segment analysis), with forecasts and estimates in 'USD billion' for the period 2025-2029, as well as historical data from 2019-2023 for the following segments.

Product

  Arabica coffee
  Robusta coffee
  Liberica coffee
  Excelsa coffee


Application

  Food and beverage
  Pharmaceuticals
  Cosmetic


Roast Type

  Light Roast
  Medium Roast
  Dark Roast


Distribution Channel

  Foodservice
  Retail


Geography

  North America

    US
    Canada


  Europe

    France
    Germany
    Italy
    UK


  Middle East and Africa

    Egypt
    KSA
    Oman
    UAE


  APAC

    China
    India
    Japan


  South America

    Argentina
    Brazil


  Rest of World (ROW)

By Product Insights

The arabica coffee segment is estimated to witness significant growth during the forecast period.

In the dynamic market, Arabica beans lead with over 60% of global production, cherished for their mild, sweet, and slightly acidic flavor profile. Arabica coffee's appeal lies in its fruit and sugar notes, contrasting Robusta's stronger, harsher taste. Arabica beans, which grow in favorable climates and altitudes such as Brazil, Colombia, Ethiopia, Honduras, and Peru, deliver high-quality beans to discerning consumers worldwide. Prominent companies cater to diverse consumer preferences with Arabica coffee offerings. Coffee culture thrives through various channels, including coffee festivals, tastings, and innovation. Green coffee beans undergo roasting, transforming into various roast profiles.

Roasted beans are then pac

Coffee consumption in the United States amounted to over ** million 60-kilogram bags in the 2024/2025 fiscal year. This is a slight increase from the total U.S. coffee consumption in the previous fiscal year. Coffee production The coffee plant has its origins in Ethiopia and is now grown all over the world. Most of the world’s coffee is cultivated in South America, followed by Asia and Oceania. In 2024, over ***million 60-kilogram bags of coffee were produced in South America. The majority of South America’s coffee production is attributed to Brazil. In the 2023/2024 fiscal year, global coffee production reached *** million 60-kilogram bags. Coffee brewing in the United States Americans love their coffee and have dozens of different methods and gadgets for brewing and preparing coffee. A 2025 survey of U.S. consumers found that the most commonly used coffee preparation methods were drip coffee makers and single-cup brewers. However, drip coffee makers have become less popular over time. In 2012, ***percent of coffee drinkers used drip coffee makers, while in 2025 this share had dropped to ***percent.

this is a dataset of different recipes and prices from a coffee shop chain in Europe

objective :

• determining the cost of each ingredient in every drink
• determining how drinks are priced
• determining what the manual labor of the barista costs for each drink
• determining the least and most profitable drink
• get creative!

additional info

• you can get a bigger size on almost any drink for .70 €
• you can choose an alternative milk type (oat, coco, almond milk) for any milk drink for an added 70 cents
• all prices are in euros (€)
• the recipes and ingredients are the same for every store of the chain but the prices may vary
• the chain also does quite a bit of food (sandwiches, flour-based recipes)

you can check the Notebooks tab for more info!

The global coffee beans market size was valued at USD 34.6 Billion in 2024. Looking forward, IMARC Group estimates the market to reach USD 54.1 Billion by 2033, exhibiting a CAGR of 5.1% during 2025-2033. North America currently dominates the market, holding a significant market share of over 36.7% in 2024. The rising demand for specialty blends, health benefits, ethical sourcing, and convenient brewing options are some of the major factors fueling the coffee beans market share.

IMARC Group provides an analysis of the key trends in each segment of the global coffee beans market, along with forecasts at the global, regional, and country levels from 2025-2033. The market has been categorized based on product, distribution channel, and end user.

Brazil Agricultural Production: Coffee Beans data was reported at 3,405.267 Ton th in 2023. This records an increase from the previous number of 3,179.176 Ton th for 2022. Brazil Agricultural Production: Coffee Beans data is updated yearly, averaging 2,767.659 Ton th from Dec 1974 (Median) to 2023, with 50 observations. The data reached an all-time high of 4,405.416 Ton th in 1987 and a record low of 751.969 Ton th in 1976. Brazil Agricultural Production: Coffee Beans data remains active status in CEIC and is reported by Brazilian Institute of Geography and Statistics. The data is categorized under Global Database’s Brazil – Table BR.RIB001: Agricultural Production.

According to Cognitive Market Research, the global Coffee Market was valued at approximately USD XX billion in 2025 and is expected to grow to USD XX billion by 2031, expanding at a CAGR of XX% during the forecast period.

North America held largest share of XX% in the year 2025. Europe held share of XX% in the year 2025. Asia-Pacific held significant share of XX% in the year 2025. South America held significant share of XX% in the year 2025. Middle East and Africa held significant share of XX% in the year 2025.

Market Dynamics of Coffee Market

Key Drivers for Coffee Market

Ready-To-Drink (RTD) Coffee to Boost Market Growth

The RTD coffee segment is expanding rapidly due to shifting consumer lifestyles and preferences. As urbanization and busy routines increase, so does the demand for convenient, on-the-go beverage options. RTD coffee meets this need by offering ready-to-consume products with a balance of quality, flavor, and accessibility. Health-conscious trends are also reshaping the market, with consumers seeking low-sugar, functional, and plant-based options. Manufacturers are responding with innovative offerings that align with modern dietary preferences while maintaining the ease and appeal that define RTD coffee. Generational preferences play a key role in driving this growth, particularly among younger consumers who prioritize both energy and convenience. Flavor diversity—from classic black to indulgent variants like caramel and mocha caters to a broad range of tastes. Pricing and packaging also influence consumer decisions, with factors such as bean quality and production costs impacting market dynamics. RTD coffee is set to become an even more prominent part of everyday consumption.

Innovation in Flavours to Propel Market Growth 

The coffee market is expanding rapidly due to innovation in flavors, formats, and brewing techniques. Consumers today seek personalized, high-quality experiences, which has led to the rise of specialty coffees like cold brews, single-origin blends, and flavored lattes. The growing popularity of plant-based alternatives such as almond and oat milk has made coffee more appealing to health-conscious and vegan consumers. These evolving preferences, along with broader nutrition trends, are making coffee more inclusive and appealing to a wider audience. Millennials and Gen Z are key drivers of this growth, with a strong focus on convenience, sustainability, and digital integration. Their preferences for ethically sourced products, diverse flavor profiles, and tech-enabled services like app-based ordering are reshaping how coffee is consumed and marketed. As these generations continue to influence trends, the coffee industry is expected to keep innovating, offering more customized, sustainable, and accessible options for a broader consumer base.

Key Restraint for Coffee Market

Fluctuating prices of raw materials

The fluctuating costs of raw materials such as coffee beans poses a major challenge to the coffee beverage market. Coffee production is highly sensitive to weather conditions and supply-chain disruptions. Extreme weather conditions like unpredictable rainfall leading to floods or droughts result in a significant decline in coffee bean yields, which in-turn leads to supply chain disruptions and price volatility. For instance, Vietnam and Brazil have experienced a fear of global shortage of coffee due to soaring high prices as a result of extreme weather conditions. Such instances may hamper the growth of the coffee industry in the long run.

Rising costs of transportation and labor along with economic uncertainties further add to this challenge. A shortage of raw materials may potentially lead to the rise in price of finished goods, driving consumers away and impacting the overall growth of the market. Small-scale farmers in particular are affected by such fluctuations because of the lack of financial to deal with such restraints. The instability can further lead to poor quality of crops, decline in supply and exit of the farmers from the market entirely, impacting the overall growth of the market.

Source: https://www.thegrocer.co.uk/kvi-price-tracker/coffee-prices-hit-new-highs-over-fears-of-global-shortages/690428.article

Key Trends for Coffee Market

Sustainability, Ethical Sourcing & Traceability

Consumers today place great ...

Arabica Coffee Market Outlook

The global market size of Arabica coffee is poised to reach an impressive valuation of $33.4 billion by 2023, with a projected growth to $53.6 billion by 2032, showcasing a compounded annual growth rate (CAGR) of 5.5%. This significant expansion can be attributed to several factors, including evolving consumer preferences towards premium coffee varieties and an increasing inclination towards healthier lifestyles.

Arabica coffee's superior flavor profile and aromatic complexity make it a preferred choice among coffee aficionados globally, driving its demand across both developed and developing nations. The proliferation of coffee culture, spurred by the growth of coffee shops and specialty coffee chains, has significantly contributed to market growth. Moreover, the younger demographicÂ’s increasing preference for high-quality coffee over generic variants further propels market expansion. The rising awareness regarding the health benefits associated with moderate coffee consumption, such as improved metabolic rate and antioxidant properties, also acts as a significant growth stimulant for the Arabica coffee market.

Technological advancements in coffee cultivation and processing have enhanced the efficiency and quality of Arabica coffee production. Innovations such as precision agriculture and the use of biotechnology in coffee plant breeding have led to higher yield and superior quality beans. This has not only contributed to the increased market supply but has also reduced the cost of production, making premium Arabica coffee more accessible to consumers. Additionally, the shift towards sustainable coffee farming practices and certifications like Fair Trade and Rainforest Alliance have bolstered consumer confidence and demand for ethically sourced Arabica coffee.

Another crucial growth factor is the expansion of e-commerce and online distribution channels. The convenience of purchasing coffee online, coupled with the availability of a wide range of products, has significantly boosted sales. E-commerce platforms offer consumers the opportunity to explore and purchase premium coffee varieties that may not be available in local stores. The rising penetration of smartphones and the internet, particularly in emerging markets, has further accelerated the adoption of online coffee purchasing, thus driving market growth.

In the realm of coffee consumption, Decaf Coffee Bean has been gaining traction among health-conscious consumers who wish to enjoy the rich flavors of coffee without the stimulating effects of caffeine. This trend is particularly noticeable among those who are sensitive to caffeine or prefer to limit their intake for health reasons. The decaffeination process, which involves removing caffeine while preserving the coffee's flavor profile, has seen significant advancements, making decaf options more appealing. As a result, the demand for high-quality decaf coffee beans is on the rise, contributing to the diversification of the Arabica coffee market. This shift aligns with the broader consumer movement towards personalized and health-oriented beverage choices.

The regional outlook of the Arabica coffee market reveals varied growth patterns across different geographies. North America and Europe currently dominate the market, driven by high disposable incomes, a well-established coffee culture, and the presence of major coffee chains. However, the Asia Pacific region is anticipated to witness the fastest growth, with a CAGR of 7.2% from 2024 to 2032. This can be attributed to the increasing urbanization, changing consumer preferences, and the rapid expansion of international coffee brands in countries like China and India.

Product Type Analysis

The Arabica coffee market is segmented by product type into Whole Bean, Ground Coffee, Instant Coffee, and Others. Whole bean coffee holds a substantial share of the market, driven by the growing trend of home brewing and the preference for freshly ground coffee, which offers superior flavor and aroma. The increasing popularity of coffee machines and grinders in households further bolsters the demand for whole bean Arabica coffee.

Ground coffee, on the other hand, is favored for its convenience and ease of use. It appeals to a broad consumer base, including those who prefer a quick yet quality coffee experience. Ground coffee's market share is supported by the widespread availability of various grind sizes catering to

Coffee is one of the most widely consumed beverages in the world. In 2023/24, approximately *** million 60 kilogram bags of coffee were consumed worldwide, a slight increase from about *** million bags in the previous year. Coffee Brewing Innovations The coffee industry is regularly coming up with innovative new methods for brewing coffee and serving it. Single cup brewers are a relatively new innovation which offer a quick and mess-free coffee brewing method for when one only wants a single cup of coffee without the hassle of brewing an entire pot. Cold Brew Coffee Cold brew coffee is made by leaving coffee to brew in cold or room temperature water for 12 to 24 hours and results in a mellower, less acidic tasting coffee. It has become a popular menu item at coffee shops and cafes, but it also easy to make at home. The market for cold brew coffee was valued at *** million U.S. dollars in 2017, and is expected to reach a staggering **** billion U.S. dollars in market value by 2023.

Dataset contain information about coffee production and consumption.

All data are available from the official ICO website: https://www.ico.org/new_historical.asp

Data were brought into usable form by JupyterLab Python notebook.

For more details about notebook visit repo: https://github.com/MSI17819/Coffee_data_analysis/blob/main/Coffee_codeimpro.ipynb

Statistics are given in kilo (1000 grams) unit.