The San Francisco Controller's Office maintains a database of purchasing activity from fiscal year 2007 forward. This data is presented on the Purchasing Commodity Data report in CSV format, and represents detailed commodity-level data by purchase order. Additional lines have been added to this dataset to reconcile some document totals from the City's purchasing system to the totals from the City's accounting system in cases when the two amounts are different, which sometimes occurs due to adjustments entered into the accounting system but not the purchasing system. Sensitive information is removed from this data – this is intended to show payments made to entities providing goods and services to the City and County and to protect individuals. Supplier payments represent payments to City contractors and vendors that provide goods and/or services to the City. Certain other non-supplier payee payments, which are made to parties other than traditional City contractors and vendors, are also included in this dataset, These include payments made for tax and fee refunds, rebates, settlements, etc.

Learn how to elevate your strategic sourcing and gain valuable insights into industries across your entire supply chain.

We maintain outstanding customer satisfaction with high quality products and services using mature and cost-effective processes​. By using manual operations, semi-automatic operations​ and A.I./deep learning technologies, we research, source, aggregate and enrich ​third party​ data​, customer​ proprietary data​ or GeoJunxion​ proprietary data​ and deliver excellent, reliable results based on customer specific requirements.

The usual process flow includes:

1. External data: Databases/documents/sensor data/own data​

2. Data ingestion/normalization/harmonization/aggregation/enrichment

3. Match/mingle them against an existing GeoJunxion database​ if requested

4. Export data in required customer’s format​

5. Our customer creates products/solutions with our delivery​

The Federal Procurement Data System houses Federal contract information where a contract's value is expected to exceed the micro-purchase threshold.

• Dataset Title: Company Purchasing Dataset
• Rows: 500 | Columns: 9
• Domain: Supply Chain, Procurement, Finance
• Use Case: Spend Analytics, Supplier Performance, Cost Optimization

This synthetic dataset simulates procurement transactions for a mid-sized organization over 2024. It includes purchases across multiple categories (electronics, furniture, stationery, etc.) from various suppliers and buyers. Ideal for practicing descriptive analytics, spend analysis, and supplier performance evaluation.

Event Sourcing Platforms Market Outlook

According to our latest research, the global event sourcing platforms market size in 2024 stands at USD 2.95 billion, reflecting the growing adoption of real-time data processing and auditability across industries. The market is exhibiting a robust expansion, driven by a compound annual growth rate (CAGR) of 19.4% from 2025 to 2033. By the end of 2033, the event sourcing platforms market size is forecasted to reach USD 12.96 billion. This remarkable growth trajectory is primarily attributed to the increasing demand for advanced data management solutions, enhanced regulatory compliance requirements, and the proliferation of digital transformation initiatives globally.

A key growth factor for the event sourcing platforms market is the rising necessity for transparent, immutable, and auditable data records among enterprises. As organizations grapple with stringent compliance standards and the need for robust data lineage, event sourcing platforms provide a strong foundation for capturing every change as a sequence of events. This approach not only facilitates comprehensive audit trails but also enables organizations to reconstruct historical states of business objects whenever required. The growing emphasis on data integrity, coupled with the surge in adoption of microservices and distributed architectures, is fueling the demand for event sourcing platforms across diverse industry verticals.

Another significant driver is the accelerating pace of digital transformation, particularly in sectors such as banking, financial services, insurance, and healthcare. These industries require highly reliable systems capable of processing vast volumes of transactions in real time while maintaining the highest standards of data consistency and traceability. Event sourcing platforms excel in these environments by delivering robust event-driven architectures that enhance scalability, resilience, and fault tolerance. The integration of these platforms with advanced analytics, artificial intelligence, and machine learning solutions is further propelling their adoption, as enterprises seek to leverage event streams for real-time insights and predictive analytics.

Event Stream Processing is becoming an integral part of modern data architectures, as it allows organizations to process and analyze data in real-time. By leveraging event stream processing, businesses can gain immediate insights from data as it is generated, enabling them to react swiftly to changing conditions and make informed decisions. This capability is particularly valuable in sectors such as finance and retail, where rapid response to market trends and customer behavior can significantly impact competitiveness. The integration of event stream processing with event sourcing platforms enhances the ability to handle high-throughput data streams, ensuring that enterprises can maintain data consistency and integrity while scaling their operations efficiently.

The evolving IT landscape, characterized by the proliferation of cloud-native applications and the shift towards serverless computing, is also contributing to the expansion of the event sourcing platforms market. Organizations are increasingly prioritizing agility, flexibility, and operational efficiency, which event sourcing platforms facilitate through their support for asynchronous processing and decoupled services. Moreover, the rising popularity of DevOps and continuous delivery practices underscores the need for systems that can maintain consistent state across distributed environments. As a result, event sourcing platforms are becoming a cornerstone in modern application development strategies, supporting seamless scaling and facilitating rapid innovation cycles.

From a regional perspective, North America remains the dominant market for event sourcing platforms, accounting for the largest revenue share in 2024. This leadership is underpinned by the presence of major technology vendors, a mature digital infrastructure, and early adoption of event-driven architectures by enterprises in the United States and Canada. Europe follows closely, with significant investments in digital transformation and regulatory compliance driving adoption. Meanwhile, the Asia Pacific region is witnessing the fastest growth, fueled by rapid industrialization, expanding IT sectors, and increasing awareness of the benefits of event sourcing s

Event Sourcing Platforms Market Outlook

According to our latest research, the global Event Sourcing Platforms market size reached USD 1.68 billion in 2024, reflecting the increasing adoption of event-driven architectures across industries. The market is set to maintain robust momentum, projected to grow at a CAGR of 18.5% from 2025 to 2033. By the end of 2033, the Event Sourcing Platforms market is forecasted to achieve a value of USD 8.89 billion. This rapid expansion is primarily driven by the rising need for real-time data processing, enhanced auditability, and the growing complexity of enterprise applications across sectors such as BFSI, healthcare, retail, and IT & telecom.

One of the most significant growth factors fueling the Event Sourcing Platforms market is the increasing demand for robust data consistency and traceability in enterprise systems. As organizations transition towards microservices and distributed architectures, the ability to capture, store, and replay every change as an immutable sequence of events becomes critical. This approach not only ensures data integrity but also offers unparalleled transparency and auditability, essential for regulatory compliance in sectors like financial services and healthcare. The proliferation of digital transformation initiatives, especially post-pandemic, has further accelerated the need for event sourcing solutions that can seamlessly integrate with legacy systems while supporting modern cloud-native applications.

Another key driver is the surge in adoption of cloud computing and hybrid deployment models, which has revolutionized how businesses manage and process data. The flexibility of cloud-based event sourcing platforms allows enterprises to scale resources dynamically, reduce operational costs, and ensure high availability. Moreover, the integration of advanced analytics, artificial intelligence, and machine learning capabilities into event sourcing platforms is enabling organizations to extract actionable insights from event streams in real time. This is particularly valuable for sectors such as retail and e-commerce, where customer behavior analytics and personalized experiences are crucial for maintaining a competitive edge. As the volume and velocity of business events continue to escalate, the reliance on sophisticated event sourcing tools is expected to intensify.

The growing focus on operational resilience and disaster recovery is also propelling the Event Sourcing Platforms market. By maintaining a complete history of all changes, event sourcing makes it easier to reconstruct system states, recover from failures, and perform root cause analysis. This capability is increasingly recognized as a strategic asset, especially for organizations that handle sensitive or mission-critical data. Additionally, the rise of regulatory frameworks mandating transparent data management practices is pushing enterprises to invest in event sourcing solutions that can offer granular visibility and control over data flows. This trend is particularly evident in regions with stringent data governance requirements, such as North America and Europe.

From a regional perspective, North America continues to dominate the Event Sourcing Platforms market, driven by the early adoption of digital technologies, strong presence of leading vendors, and substantial investments in IT infrastructure. However, Asia Pacific is rapidly emerging as a high-growth region, fueled by the digitalization of enterprises, expanding e-commerce sector, and government initiatives supporting smart infrastructure. Europe, with its focus on data privacy and regulatory compliance, is also witnessing significant uptake of event sourcing solutions. Meanwhile, Latin America and the Middle East & Africa are gradually catching up, supported by increasing awareness and modernization of legacy systems. The interplay of these regional dynamics is shaping a competitive and innovative landscape for event sourcing platforms worldwide.

Component Analysis

The Component segment of the Event Sourcing Platforms market is primarily divided into Software and Services. The software sub-segment holds a dominant share, as organizations increasingly deploy specialized event sourcing software to manage complex event streams, ensure data consistency, and support advanced analytics. These platforms are designed to integrate seamlessly with existing I

Find details of Cq Sourcing Inc Buyer/importer data in US (United States) with product description, price, shipment date, quantity, imported products list, major us ports name, overseas suppliers/exporters name etc. at sear.co.in.

eVA is used by more than 245 state agencies and institutes of higher education, and 900+ local governments and public bodies, to announce bidding opportunities, receive quotes, order placement & approvals, contract management and more. Since its inception in 2001, eVA has transformed the way the Commonwealth buys goods and services from a decentralized, paper based process to a centralized, electronic platform. Providing industry leading procurement solutions for all public bodies, the marketplace includes nearly 100,000 businesses competing to provide the Commonwealth with quality goods and services, resulting in more than $25 million in savings annually. This dataset contains the purchase orders for the goods and services.

World Wide Sourcing Export Import Data. Follow the Eximpedia platform for HS code, importer-exporter records, and customs shipment details.

The Global Public Procurement Database constitutes a World Bank initiative aiming to promote procurement reform and innovation by improved transparency and knowledge-sharing. The GPPD goal is to:

1. capture diagnostic procurement related information that is expected to form a common, worldwide standard for collecting and sharing information on public procurement : a) governance, b) operations, c) systems and d) results per country
2. provide substantial contribution for country procurement reforms and eProcurement implementations in order to increase development outcomes
3. create appropriate channels for information dissemination and knowledge sharing, facilitating synergies between existing procurement communities.

Based on the above, the GPPD is expected to enable public procurement stakeholders to perform efficiently, effectively, consistently and based on best practices. It is furthermore anticipated the GPPD to contribute in modernization and strengthening of public procurement systems worldwide. The GPPD is commissioned by the World Bank and implemented by European Dynamics SA. For further information, please contact: gppd@worldbank.org

Abstract

The objective of the survey is to develop a systematic approach to study and improve public administration in Brazil. The survey aims to diagnose the needs, attitudes, motivations, organizational environments, and general practices of public servants and their organizational units. The study encompasses federal public administration employees, with a special focus on the public procurement function.

Geographic coverage

Public procurement official across the country

Analysis unit

Individual public procurement officials

Kind of data

Sample survey data [ssd]

Sampling procedure

The survey targeted key agents working in the Brazilian procurement process, whose actions are fundamental in determining the efficiency of public procurement. These agents include auctioneers, procurement managers, and planning officers. We targeted procurement agents from all Brazilian federal public organizations that conducted at least one purchase between 2019 and 2023.

We used administrative data from ComprasNet, the main federal government management information system for public procurement, to identify and obtain contact information for procurement auctioneers. This system records every bid and public contract from the federal government. For each bid, it is possible to identify and track (by unique national ID) the auctioneer of the bid, and the homologator associated with it — the individual administratively responsible for approving the results of the bidding process. Given that we have access to the universe of tenders from the federal government spanning from 2019 to 2023, we are able to identify and connect, to each bid, the entire set of auctioneers over this period. We identified and obtained contact information for 11,215 auctioneers. The MGI distributed the online survey to these individuals via SouGov, an internal messaging platform used by the federal government. Information on procurement managers and planning officers is unavailable in Compras- Net, preventing us from linking these individuals to specific bids or directly obtaining their contact information. To reach these public servants, we employed an indirect and non-targeted dissemination strategy. MGI sent private messages with the link to the survey to all users of the Procurement Portal of the Federal Government (Portal de Compras do Governo Federal) — an intranet for public servants involved in public procurement. It is important to note that every individual with access to the portal, regardless of their procurement role, received an invitation to participate in the survey. Consequently, we received responses to the survey from a wide range of procurement officers, including those originally targeted as well as others not in our target population, such as contract managers and homologators, has become mandatory since 2019.

Information on procurement managers and planning officers is unavailable in Compras- Net, preventing us from linking these individuals to specific bids or directly obtaining their contact information. To reach these public servants, we employed an indirect and non- targeted dissemination strategy. MGI sent private messages with the link to the survey to all users of the Procurement Portal of the Federal Government (Portal de Compras do Governo Federal)—an intranet for public servants involved in public procurement. It is important to note that every individual with access to the portal, regardless of their procurement role, received an invitation to participate in the survey. Consequently, we received responses to the survey from a wide range of procurement officers, including those originally targeted as well as others not in our target population, such as contract managers and homologators.

Mode of data collection

Internet [int]

Research instrument

The survey consists of eight modules, along with an additional section including socioeconomic and demographic questions. 1. Respondents’ trajectory in the public sector, and measures tenure, experience with procurement, and task-time allocation. 2. Motivation for their job, perceptions about task significance, and motivation with public service in general. 3. Job satisfaction, including with salary, manager and peers. 4. Personality traits (Big-5) and risk-taking behaviors. 5. Perception of procurement performance as important for advancing their careers in the public sector. 6. "Red tape" (perceptions and experience with rules). 7. Procurement practices at organizational level. 8. Respondents’ perceptions of their influence on procurement outcomes, including the prices paid and the quality of products purchased.

Questionnaires in Portuguese (original language) and English are provided as attachments.

Cleaning operations

The data has been processed to remove any identifying information, including names and email voluntary informed by respondents. We have also recoded the variable for purchasing unit to only identify those with at least 10 respondents; the remaining are pooled as "other".

The full sample in this catalog contains 1,334 respondents and include a subsample of late respondents not used in the report attached. Observations used in the report are coded as "1" in the variable "Wave".

Sensource Global Sourcing Llc Export Import Data. Follow the Eximpedia platform for HS code, importer-exporter records, and customs shipment details.

Sample purchasing data containing information on suppliers, the products they provide, and the projects those products are used for. Data created or adapted from publicly available sources.

Success.ai’s Global Supply Chain Dataset delivers verified contact data across sourcing, procurement, logistics, warehouse management, and operations. Built for sales and marketing teams targeting supply chain decision-makers across retail, manufacturing, consumer goods, and e-commerce sectors.
Get up-to-date insights into professionals leading cross-border logistics, ERP implementation, vendor evaluation, and operational optimization.

Why Use Success.ai for Supply Chain Data?
- Functional Accuracy: Built by role and job title—not just industry.
- Global Scope: USA, EU, MENA, APAC, LATAM all represented.
- Data for Strategy, Sales & Recruitment

Data Points Include:
- Contact name, role, seniority
- Work email, phone (when available)
- Company name, location, size
- Industry & sub-sector (e.g. FMCG, Automotive, Pharma)
- LinkedIn profile URLs

Use Cases:
- ERP, SCM & Logistics Software Sales
- Vendor Targeting in Procurement
- Manufacturing & Retail Supply Chain Expansion
- Market Mapping for Operations Intelligence
- Executive Recruiting

Industries Served:
- Manufacturing
- Consumer Goods
- Retail & E-commerce
- Automotive
- Pharmaceuticals

Why Success.ai?
- Best Price Guarantee
- Filters by Role, Seniority, Industry, Country
- API or Flatfile Delivery
- Custom Data Enrichment Available

Provides procurement data on goods, service and construction.

Find details of Lg Sourcing Inc Buyer/importer data in US (United States) with product description, price, shipment date, quantity, imported products list, major us ports name, overseas suppliers/exporters name etc. at sear.co.in.

These data were compiled for a literature review exploring science that informs plant material sourcing and selection in the interior central and western United States. Objectives of our study were to compile and summarize scientific literature that informs plant material selection to synthesize the state of knowledge relevant to decision-making. These data represent scientific studies that inform plant material selection and associated information including study type, study area, Environmental Protection Agency Level III Ecoregions of the Continental United States, objectives/questions, and conclusions in relation to plant material sourcing. These data were collected from articles published between 1994-2024 in unforested water-limited ecosystems in the interior central and western United States. These data were collected by U.S. Geological Survey, Southwest Biological Science Center researchers through a literature search in Google Scholar. These data can be used to explore and summarize the current state of scientific knowledge informing plant material selection in this study area and time period and as a basis for expanded literature reviews and analyses.

Find details of Natural Sourcing Llc Buyer/importer data in US (United States) with product description, price, shipment date, quantity, imported products list, major us ports name, overseas suppliers/exporters name etc. at sear.co.in.

CE Vision USA is the premier merchant attributable data set trusted by investors to track consumer spend on credit and debit cards. Private equity and venture capital firms use CE Vision public and private company data for deal sourcing, live diligences, and portfolio monitoring.