A complete customer base is important, as you cannot (properly) reach your customers when data is missing. With our Data Enrichment solution, missing data can be added to your customer base. This starts with validating the contact information you already have, such as names, addresses, phone numbers and email addresses. Besides, we can also enrich your database with specific wishes, such as real estate, location and / or consumer data.

Benefits: - An accurate customer base - Always reach the right (potential) customers - Reconnect with dormant accounts - Data enrichment as desired

With Versium REACH's Contact Append or Contact Append Plus you can add consumer contact data, including multiple phone numbers or mobile-only to your list of customers or prospects. With Versium REACH you are connected to our proprietary database of over 300+ million consumers, 1 Billion emails, and over 150 million households in the United States. Through either our API or platform you can have contact data appended to your records with any of the following supplied values; Email Address Phone Postal Address, City, State, ZIP First Name, Last Name, City, State First Name, Last Name, ZIP

Factori houses an extensive dataset of US Person data, providing valuable insights into individuals across various demographic and behavioral dimensions. Our US Person Data section is dedicated to helping you understand the breadth and depth of the information available through our API.

Data Collection and Aggregation Our Person data is gathered and aggregated through surveys, digital services, and public data sources. We use powerful profiling algorithms to collect and ingest only fresh and reliable data points. This ensures that the data you access is up-to-date and accurate.

Here are some of the data categories and attributes we offer within US Person Graph: - Geography: City, State, ZIP, County, CBSA, Census Tract, etc. - Demographics: Gender, Age Group, Marital Status, Language, etc. - Financial: Income Range, Credit Rating Range, Credit Type, Net Worth Range, etc. - Persona: Consumer type, Communication preferences, Family type, etc. - Interests: Content, Brands, Shopping, Hobbies, Lifestyle, etc. - Household: Number of Children, Number of Adults, IP Address, etc. - Behaviors: Brand Affinity, App Usage, Web Browsing, etc. - Firmographics: Industry, Company, Occupation, Revenue, etc. - Retail Purchase: Store, Category, Brand, SKU, Quantity, Price, etc.

Here's the data schema: Person_id first_name last_name gender age year month day full_address city state zipcode zip4 delivery_point_bar_code carrier_route walk_sequence_code fips_state_code fips_county_code country_name latitude longtitude address_type metropolitan_statistical_area core_based_statistical_area census_tract census_block
census_block_group primary_address pre_address street post_address address_suffix address_secondline address_abrev
census_median_home_value home_market_value property_build_year property_with_ac property_with_pool property_with_water property_with_sewer general_home_value property_fuel_type household_id census_median_household_income
household_size occupation_home_office
dwell_type household_income marital_status length_of_residence number_of_kids pre_school_kids single_parent working_women_in_house_hold homeowner children
adults generations net_worth education_level education_history occupation occuptation_business_owner credit_lines credit_card_user newly_issued_credit_card_user credit_range_new credit_cards loan_to_value and alot more...

Access 150M+ verified B2B Email Data profiles through API with 170M work emails and phone numbers, perfect for reaching decision-makers across all industries globally. Our B2B contact data includes enrichment APIs, is AI-validated for 99% accuracy, and is Very competitively priced.

Elevate your marketing and sales strategies with our Global Email Address Data, providing unmatched access to a vast collection of email addresses, phone numbers, and comprehensive B2B and B2C contact information. Our data solutions empower businesses to enrich their outreach efforts, enabling effective online marketing and competitive intelligence.

Designed to enhance your data-driven strategies, our offerings include critical insights such as email address data, phone number data, B2B contact data, and B2C contact data. With our extensive resources, you can build strong connections and effectively engage your target audiences.

Key Features:

Targeted Email Address Data: Access a diverse range of email information essential for executing tailored online marketing campaigns and connecting with key business stakeholders.

Comprehensive Phone Number Data: Utilize our extensive phone number database to enhance telemarketing efforts, improve customer interactions, and facilitate direct outreach.

Dynamic B2B and B2C Contact Data: Our detailed contact data helps refine your messaging strategy, ensuring it reaches the right audience—from C-suite executives to critical consumer segments.

Exclusive CEO Contact Information: Gain direct access to verified CEO contact data, ideal for high-level networking and forging strategic partnerships.

Strategic Use Cases Supported by Our Data:

Online Marketing: Leverage our email and phone data to drive precise online marketing initiatives, enhancing customer engagement and lead generation efforts.

Data Enrichment: Improve database accuracy with our comprehensive data enrichment services, providing a solid foundation for well-informed business decisions.

B2B Data Enrichment: Tailor your B2B databases effectively, enhancing the quality of business contact data to boost outreach initiatives and operational workflows.

Sales Data Enrichment: Amplify your sales strategies with enriched contact data that drives higher conversion rates and overall sales success.

Competitive Intelligence: Gain insights into market trends, competitor activities, and industry shifts using our detailed contact data, giving you an edge in your field.

Why Choose Success.ai?

Unmatched Data Precision: Our commitment to delivering a 99% accuracy rate ensures that you receive reliable data to support your strategic objectives.

Global Reach with Tailored Solutions: Our database encompasses global markets while being finely tuned to cater to local business needs, providing pertinent information relevant to your operations.

Affordable Pricing with Best Value: We guarantee the most cost-effective data solutions available, ensuring maximum value without compromising quality.

Ethical Data Practices: Commitment to compliance with international data privacy standards ensures responsible and legally sound utilization of our data.

Get Started with Success.ai Today: Partner with Success.ai to harness the full potential of high-quality contact data. Whether your goal is to enhance online marketing efforts, enrich sales databases, or gain strategic competitive insights, our comprehensive data solutions can propel your business forward.

Contact us today to discover how we can customize our offerings to meet your specific business needs!

We'll beat any price on the market!

This data archive accompanies our work, in which we analyze a pseudo-relevance retrieval method that is based on the results of web search engines. By enriching topics with text data from web search engine result pages and linked contents, we train topic-specific and cost-efficient classifiers that can be used to search test collections for relevant documents. Building up on attempts that were initially made at TREC Common Core 2018 by Grossman and Cormack, we address the questions of system performance over time considering different search engines, queries and test collections. Our experimental results show how and to which extent the considered components affect the retrieval performance. Overall, the analyzed method is robust in terms of average retrieval performance and a promising way to use web content for the data enrichment of relevance feedback methods.

Unlock advanced online marketing and competitive intelligence with Success.ai’s detailed email address data and phone data, featuring essential B2B and B2C contact details and exclusive CEO contacts. Our data ensures superior data enrichment for robust sales strategies, at Unbeatable Prices!

The MRO (Maintenance, Repair, and Operations) Data Cleansing and Enrichment Service market is experiencing robust growth, driven by the increasing need for accurate and reliable data across various industries. The digital transformation sweeping sectors like manufacturing, oil and gas, and pharmaceuticals is fueling demand for streamlined data management. Businesses are realizing the significant cost savings and operational efficiencies achievable through improved data quality. Specifically, inaccurate or incomplete MRO data can lead to costly downtime, inefficient inventory management, and missed maintenance opportunities. Data cleansing and enrichment services address these challenges by identifying and correcting errors, filling in gaps, and standardizing data formats, ultimately improving decision-making and optimizing resource allocation. The market is segmented by application (chemical, oil & gas, pharmaceutical, mining, transportation, others) and type of service (data cleansing, data enrichment). While precise market size figures are unavailable, considering a moderate CAGR of 15% and a 2025 market value in the hundreds of millions, a reasonable projection is a market size exceeding $500 million in 2025, growing to potentially over $1 billion by 2033. This projection reflects the increasing adoption of digital technologies and the growing awareness of the value proposition of high-quality MRO data. The competitive landscape is fragmented, with numerous companies offering specialized services. Key players include both large established firms and smaller niche providers. The market's geographical distribution is diverse, with North America and Europe currently holding significant market shares, reflecting higher levels of digitalization and data management maturity in these regions. However, Asia-Pacific is emerging as a high-growth region due to rapid industrialization and increasing technological adoption. The long-term growth trajectory of the MRO Data Cleansing and Enrichment Service market will be influenced by factors such as advancements in data analytics, the expanding adoption of cloud-based solutions, and the continued focus on optimizing operational efficiency across industries. Challenges remain, however, including data security concerns and the need for skilled professionals to manage complex data cleansing and enrichment projects.

The Email Enrichment Tool market is experiencing robust growth, driven by the increasing need for businesses to improve their marketing and sales effectiveness, enhance customer service interactions, and optimize human resource processes. The market's expansion is fueled by the rising adoption of cloud-based solutions, offering scalability, accessibility, and cost-effectiveness compared to on-premises deployments. Key trends include the integration of email enrichment tools with CRM systems for seamless data management and improved lead qualification, the increasing demand for real-time data enrichment to enhance customer engagement, and a focus on data privacy and compliance with regulations like GDPR. While the market faces restraints such as the cost of implementation and the potential for data inaccuracies, the overall outlook remains positive, driven by the substantial return on investment offered by improved campaign targeting, personalized communications, and streamlined operational processes. We estimate the 2025 market size to be $2.5 billion, based on observed growth in related marketing technology sectors and projections for continued digital transformation across various industries. A projected Compound Annual Growth Rate (CAGR) of 15% from 2025 to 2033 suggests the market will surpass $8 billion by 2033. The North American market currently holds a significant share, driven by early adoption and strong technological infrastructure. However, Asia-Pacific is poised for significant growth due to increasing digitalization and a burgeoning business landscape. The competitive landscape is characterized by a diverse range of established players and innovative startups. Companies like ZoomInfo, Lead411, and Clearbit are prominent players, offering comprehensive solutions and extensive data coverage. Smaller players focus on niche markets or specific functionalities, fostering innovation and competition. The market's future hinges on the continued development of AI-powered enrichment capabilities, enhanced data accuracy, and stronger integration with other marketing automation tools. The increasing focus on data security and ethical data usage will also shape the market's trajectory, requiring vendors to prioritize data privacy and compliance. Further segmentation within the market is likely, with specialized tools emerging to address the specific needs of different industry verticals and business sizes.

Our consumer data is meticulously gathered and aggregated from surveys, digital services, and public sources, ensuring the collection of fresh and reliable data points through powerful profiling algorithms. Our comprehensive data enrichment solution spans a variety of datasets, enabling you to address gaps in customer data, gain deeper insights into your customers, and enhance client experiences.

Data Categories and Attributes:

• Geography: City, State, ZIP, County, CBSA, Census Tract, etc.
• Demographics: Gender, Age Group, Marital Status, Language, etc.
• Financial: Income Range, Credit Rating Range, Credit Type, Net Worth Range, etc.
• Persona: Consumer Type, Communication Preferences, Family Type, etc.
• Interests: Content, Brands, Shopping, Hobbies, Lifestyle, etc.
• Household: Number of Children, Number of Adults, IP Address, etc.
• Behaviors: Brand Affinity, App Usage, Web Browsing, etc.
• Firmographics: Industry, Company, Occupation, Revenue, etc.
• Retail Purchase: Store, Category, Brand, SKU, Quantity, Price, etc.
• Auto: Car Make, Model, Type, Year, etc.
• Housing: Home Type, Home Value, Renter/Owner, Year Built, etc

Data Export Methodology

Our dynamic data collection ensures the most updated insights, delivered at intervals best suited to your needs (daily, weekly, or monthly).

Use Cases

Our enriched consumer data supports a 360-degree customer view, data enrichment, fraud detection, and advertising & marketing, providing valuable insights to enhance your business strategies and client interactions.

Success.ai’s robust data solutions cater to a diverse array of business needs by providing comprehensive B2C and B2B contact data, including specific insights like CEO contact and email address data. This service is designed to enhance your data enrichment processes and streamline both B2B and B2C lead generation efforts.

• Extensive B2C Contact Data: Explore our vast database of B2C contacts, which enables direct consumer engagement and targeted marketing strategies that drive conversions.
• Rich B2B Email and Contact Data: Gain access to high-quality B2B contacts, including precise email data that empowers your team to connect with industry leaders and decision-makers.
• Exclusive CEO Contact Data: Our curated lists of CEO contacts are invaluable for high-level outreach, offering direct lines to top executives across various industries.
• Data Enrichment Services: Enhance your existing databases with our data enrichment services that update and correct existing records, ensuring your marketing and sales teams work with the most current and relevant information.

Key Use Cases Supported by Our Data:

• B2B Lead Generation: Utilize our detailed B2B contact information to generate leads that are more likely to convert, optimizing your sales cycle and boosting ROI.
• B2C Data Enrichment: Enrich your consumer databases by appending missing information or updating outdated details, which enhances customer interactions and engagement.
• B2B Data Enrichment: Improve the accuracy of your B2B records to ensure your outreach and marketing campaigns are effective and compliant with global data standards.
• Lead Generation: Drive both B2C and B2B lead generation efforts using our comprehensive data sets, designed to target and engage the right audiences effectively.

Why Choose Success.ai?

• Best Price Guarantee: We are committed to offering the most competitive rates in the industry, ensuring you receive unmatched value for your investment.
• Global Coverage with Local Expertise: Access a global network of contacts with detailed local market insights, allowing for targeted and effective business strategies.
• Tailored Data Solutions: We provide customized data services tailored to your specific business needs, from integration to ongoing support.
• Compliance and Reliability: Our data collection and processing adhere to stringent global compliance standards, ensuring you can trust the integrity and legality of the data you receive.

Get Started with Success.ai Today: Let Success.ai transform your business with our advanced data solutions. Contact us to explore how our B2C and B2B contact databases can revolutionize your marketing and sales strategies, and lead your business to achieve tangible success.

And no one beats us on price. Period.

This point layer is a refined geolocation of INSEE's Sirene® database enriched by OpenDataSoft. The Sirene® database is the provider of company and establishment identity data. It is part of the reference data of the Public Data Service set up by law for a Digital Republic. OpenDataSoft performs a first geolocation and adds nomenclature labels. Rennes Métropole corrects and/or refines the geolocation and the literal address by relying on Rennes Métropole's Routes and Addresses Reference Framework (RVA). Rennes Métropole finally cross-references with other local data for successful enrichment.

Global Email Address & Contact Data Solutions: 293M+ Verified Emails and Phone Numbers for B2B & B2C Outreach Boost your marketing and sales strategies with Forager.ai's Global Contact Data and Email address Data. Our comprehensive database offers access to over 293 million verified email addresses, along with phone number data and detailed B2B Email data and contact information. Whether you're focused on expanding your B2B Email outreach or improving lead generation, our solutions provide the tools you need to engage decision-makers and drive success.

Designed to support your Email data-driven marketing efforts, Forager.ai delivers valuable insights with email data, phone number data, and contact details for both B2B and B2C audiences. Build meaningful connections and leverage high-quality, verified Email data to execute precise and effective outreach strategies.

Core Features of Forager.ai B2B Email Data Solutions: Targeted B2B Email Data: Gain access to a diverse collection of email addresses that help you execute personalized email campaigns targeting key decision-makers across industries.

Comprehensive Phone Number Data: Enhance your sales and telemarketing strategies with our extensive phone number database, perfect for direct outreach and boosting customer engagement.

B2B and B2C Contact Data: Tailor your messaging with B2B contact data and B2C contact Email address data that allow you to effectively connect with C-suite executives, decision-makers, and key consumer groups.

CEO Contact Information: Unlock direct access to CEO contact details, ideal for high-level networking, partnership building, and executive outreach.

Strategic Applications of Forager.ai Data: Online Marketing & Campaigns: Utilize our email address data and phone number information to run targeted online marketing campaigns, increasing conversion rates and boosting outreach effectiveness.

Database Enrichment: Improve your sales databases and CRM systems by enriching them with accurate and up-to-date contact data, supporting more informed decision-making.

B2B Lead Generation: Tap into our rich B2B Email data to expand your business networks, refine your outreach efforts, and generate high-quality leads.

Sales Data Amplification: Supercharge your sales strategies by integrating enriched contact data for better targeting and higher sales conversion rates.

Competitive Market Intelligence: Gain valuable insights into your competitors by leveraging our comprehensive contact data to analyze trends and shifts in the market.

Why Forager.ai Stands Out: Precision & Accuracy: With a 95%+ accuracy rate, Forager.ai ensures that your email data and contact information is always fresh, reliable, and ready to be used for maximum impact.

Global Reach, Local Relevance: Our Email address data solutions cover global markets while allowing you to focus on specific regions, industries, and audience segments tailored to your business needs.

Cost-Effective Solutions: We offer scalable, affordable B2B email data and B2B contact data packages, ensuring you get high-value results without breaking your budget.

Ethical, Compliant Data: We strictly adhere to GDPR guidelines, ensuring that all contact data is ethically sourced and legally compliant, protecting both your business and your customers.

Unlock the Power of Verified Email (Personal Email data & Business Email data) Contact Data with Forager.ai Explore the potential of our 293M+ verified email addresses and phone numbers to elevate your B2B email marketing, sales outreach, and data-driven initiatives. Our contact data solutions are tailored to support your lead generation, sales pipeline, and competitive intelligence efforts, giving you the tools to execute more effective and impactful campaigns.

Top Use Cases for Forager.ai Data Solutions: Lead Generation & B2B Prospecting

Cold B2B Email Outreach

CRM Enrichment & Marketing Automation

Account-Based Marketing (ABM)

Recruiting & Executive Search

Market Research & Competitive Intelligence

Flexible Data Licensing & Access Options: One-Time Data Files available upon request

24/7 API Access for seamless integration

Monthly & Annual Plans tailored to your needs

API Credits Roll Over with no expiration

Reach out to us today to discover how Forager.ai's high-quality Email data and contact data can transform your outreach strategies and drive greater business success.

Disease A-Z Datasets

  Evaluation Data

To address data sparsity via enrichment during data integration, our intrinsic evaluation accounts for a wide variety of entity types and a complex schema (Fig. Schema). For our comparative evaluation, we utilize the TEST portion of our annotated text dataset (refer to Table: Annotated Text Dataset Statistics). The task-specific fine-tuning employs the structured data for LM-SD, and the same data is used to build patterns for… See the full description on the dataset page: https://huggingface.co/datasets/shaoncsecu/Disease_A-Z.

Salutary Data is a boutique, B2B contact and company data provider that's committed to delivering high quality data for sales intelligence, lead generation, marketing, recruiting / HR, identity resolution, and ML / AI. Our database currently consists of 148MM+ highly curated B2B Contacts ( US only), along with over 4M+ companies, and is updated regularly to ensure we have the most up-to-date information.

We can enrich your in-house data ( CRM Enrichment, Lead Enrichment, etc.) and provide you with a custom dataset ( such as a lead list) tailored to your target audience specifications and data use-case. We also support large-scale data licensing to software providers and agencies that intend to redistribute our data to their customers and end-users.

What makes Salutary unique? - We offer our clients a truly unique, one-stop aggregation of the best-of-breed quality data sources. Our supplier network consists of numerous, established high quality suppliers that are rigorously vetted. - We leverage third party verification vendors to ensure phone numbers and emails are accurate and connect to the right person. Additionally, we deploy automated and manual verification techniques to ensure we have the latest job information for contacts. - We're reasonably priced and easy to work with.

Products: API Suite Web UI Full and Custom Data Feeds

Services: Data Enrichment - We assess the fill rate gaps and profile your customer file for the purpose of appending fields, updating information, and/or rendering net new “look alike” prospects for your campaigns. ABM Match & Append - Send us your domain or other company related files, and we’ll match your Account Based Marketing targets and provide you with B2B contacts to campaign. Optionally throw in your suppression file to avoid any redundant records. Verification (“Cleaning/Hygiene”) Services - Address the 2% per month aging issue on contact records! We will identify duplicate records, contacts no longer at the company, rid your email hard bounces, and update/replace titles or phones. This is right up our alley and levers our existing internal and external processes and systems.

This dataset is an enrichment of the INSEE dataset (SIRENE database of enterprises and their establishments (SIREN, SIRET)) (https://www.data.gouv.fr/en/datasets/base-sirene-des-entreprises-et-de-leurs-etablissements-siren-siret/). This enriches the original base as follows: - Breakdown of the StockEstablishment file by geographical grid: departments and municipalities. - Addition of a number of columns relating to the geolocation of establishments based on the most relevant proximity score between the address indicated in the SIRENE database and the National Address Database or the Points of Interest of Openstreetmap. - Longitude field: longitude of the establishment - Field "latitude": Latitude of establishment - Field geo_score: Trust score returned by the addok geocoder (between 0 and 1, the higher the score, the more relevant the geocoding seems) - Field geo_type: type of address found - Field geo_address: wording of the address found - Field geo_id: identifier of this address in the source database where it was found (BAN or POI) - Field geo_line: which address line of the SIRENE database could be geocoded (G=geographical, D=declared, N=normalized) - Field geo_l4: line 4 to standard AFNOR address - Field geo_l5: line 5 to standard AFNOR address The processing allowing the production of this dataset is carried out by Etalab. It is largely inspired by the previous work of Christian Quest available here. This processing is based on the geocoder Addok. This dataset is used in the search engine of the business directory and in its API (https://api.gouv.fr/les-api/api-recherche-entreprises).

The email list cleaning service market is experiencing robust growth, driven by the increasing need for businesses to maintain high email deliverability rates and avoid penalties from email providers like Gmail and Outlook. The market's expansion is fueled by the rising adoption of email marketing as a primary customer acquisition and retention strategy. Businesses are increasingly recognizing the importance of data hygiene, as inaccurate or outdated email addresses lead to wasted marketing spend, damaged sender reputation, and ultimately, reduced ROI. This necessitates the use of email list cleaning services to remove invalid, inactive, and duplicate email addresses, improving campaign effectiveness and enhancing brand reputation. A conservative estimate, considering the typical growth in SaaS and marketing technology sectors, places the current market size (2025) at approximately $500 million, with a Compound Annual Growth Rate (CAGR) of 15% projected through 2033. This growth is being fueled by several key factors: a rise in spam complaints leading to stricter email deliverability standards, the increasing sophistication of email list cleaning tools offering more comprehensive data analysis and verification methods, and the growing preference for automated solutions to streamline email marketing workflows. Market restraints include the relatively high cost of some premium email list cleaning services, particularly for smaller businesses with limited budgets. The presence of free or low-cost alternatives, albeit often with limited features, presents competition. However, the long-term cost savings achieved through improved email deliverability and enhanced campaign performance are outweighing these limitations, ultimately driving market growth. Segmentation within the market includes tools catering to varying business sizes, ranging from simple email verification tools for small businesses to enterprise-grade platforms offering advanced features such as data enrichment and real-time list cleansing. Key players, including Pabbly, Xverify, QuickEmailVerification, Email Verify Ltd, Zero Bounce, MailboxValidator, InkThemes, Proofy, and SharpSpring, are continuously innovating to meet evolving market demands by incorporating AI and machine learning into their platforms for improved accuracy and efficiency.

Data Wrangling Market Outlook

According to our latest research, the global Data Wrangling market size in 2024 stands at USD 4.1 billion, exhibiting robust momentum across industries. The market is poised to expand at a notable CAGR of 15.6% from 2025 to 2033, projecting a value of USD 13.2 billion by the end of the forecast period. The primary growth factor fueling this surge is the exponential rise in data volumes and the urgent need for efficient data preparation solutions to drive analytics, machine learning, and business intelligence initiatives.

A critical driver for the Data Wrangling market is the rapid digital transformation across industries, which has led to a massive influx of structured and unstructured data. Organizations are increasingly focusing on leveraging their data assets to gain actionable insights, optimize operations, and enhance decision-making processes. However, raw data is often inconsistent, incomplete, or stored in disparate sources, making it challenging to derive value without proper preparation. Data wrangling tools and services address this challenge by enabling seamless data cleansing, transformation, and integration, thus unlocking the true potential of data-driven strategies. As enterprises aim to improve data quality and accelerate time-to-insight, the adoption of advanced data wrangling solutions continues to rise.

Another significant growth factor is the proliferation of artificial intelligence (AI) and machine learning (ML) applications in business environments. High-quality, well-prepared data is the cornerstone of successful AI and ML models. Data wrangling automates the labor-intensive processes of data normalization, deduplication, and enrichment, ensuring that analytics and AI initiatives are fed with reliable inputs. This has become particularly important in sectors such as finance, healthcare, and retail, where real-time analytics and predictive modeling are critical for competitive advantage. As organizations increasingly invest in AI and ML, the demand for scalable and intelligent data wrangling solutions is expected to witness substantial growth throughout the forecast period.

Moreover, the evolving regulatory landscape around data privacy and security is compelling organizations to adopt robust data management practices. Data wrangling solutions not only streamline data preparation but also help ensure compliance with regulations by enabling traceability, data lineage, and auditability. This is particularly relevant for highly regulated industries like BFSI and healthcare, where data integrity and governance are paramount. The integration of advanced features such as automated anomaly detection, role-based access controls, and comprehensive audit trails further enhances the value proposition of data wrangling platforms, driving their adoption across both large enterprises and SMEs.

Regionally, North America remains the dominant market for data wrangling, owing to the early adoption of advanced analytics, a strong presence of leading solution providers, and a mature digital infrastructure. However, Asia Pacific is emerging as the fastest-growing region, fueled by rapid digitalization, increasing investments in cloud technologies, and a burgeoning startup ecosystem. Europe follows closely, driven by stringent data protection regulations and a growing emphasis on data-driven decision-making. Latin America and the Middle East & Africa are also witnessing steady growth as organizations in these regions embrace digital transformation to enhance operational efficiency and customer engagement.

Component Analysis

The Component segment of the Data Wrangling market is bifurcated into Tools and Services, each playing a pivotal role in the overall ecosystem. Data wrangling tools, encompassing both on-premises and cloud-based platforms, are designed to automate and streamline the process of cleaning, structuring, and enriching raw data. These tools are increasingly l

Eutrophication, including nitrogen (N) enrichment, can affect soil microbial communities through changes in trophic interactions. However, a knowledge gap still exists about how plant resources (‘bottom-up effects’) and microbial predators (‘top-down effects’) regulate the impacts of N enrichment on microbial biomass at the global scale. To address this knowledge gap, we conducted a global meta-analysis using 2885 paired observations from 217 publications to evaluate the regulatory effects of plant biomass and soil nematodes on soil microbial biomass under N enrichment across terrestrial ecosystems. We found that the effects of N enrichment on soil microbial biomass strongly varied across ecosystems. N enrichment decreased the soil microbial biomass of natural grasslands and forests due to soil acidification and the subsequent losses of predatory and microbivorous nematodes stimulating microbial growth. By contrast, N enrichment increased the microbial biomass of managed croplands mainl..., We systematically searched all peer-reviewed studies on the effects of N enrichment on plant biomass, microbial biomass, and nematodes, using the Web of Science, Google Scholar, and the China National Knowledge Infrastructure Database (to 1st January, 2023). We used the following search string: (nitrogen addition OR nitrogen application OR nitrogen deposition OR nitrogen enrichment OR nitrogen fertilization OR nitrogen input OR nitrogen amendment) AND (fungi OR bacteria OR microbial biomass OR microbial community) AND (plant OR crop OR plant biomass OR above-ground biomass OR below-ground biomass OR root biomass OR yield OR nematod* OR fungivor* OR bacterivor* OR omnivor* OR predat* OR carnivor* OR nematode community OR nematode feeding groups OR bacterial-feeding nematode OR fungal-feeding nematode OR omnivorous nematode OR carnivorous nematode). The references listed in relevant previously published reviews and meta-analyses were also searched. In total, 207 studies from 217 publicati..., , This README file was generated on 2024-01-12 by Wen Xing.

GENERAL INFORMATION

1. Title of Dataset: Trophic regulation of soil microbial biomass under nitrogen enrichment: A global meta-analysis.

2. Author Information

   A. Principal Investigator Contact Information

Name: Xiaoming Lu

Institution: State Key Laboratory of Vegetation and Environmental Change, Institute of Botany, Chinese Academy of Sciences

Address: Beijing, China

Email:

B. Associate or Co-investigator Contact Information

Name: Wen Xing

Institution: Institute of Environment and Sustainable Development in Agriculture, Chinese Academy of Agricultural Sciences

Address: Beijing, China

Email:

3. Date of data collection (single date, range, approximate date): 1998-2023.

4. Geographic location of data collection: Global terrestrial ecosystems.

5. Information about funding sources that supported the collection of the data: None.

SHARING/ACCESS INFORMATION

1. Licenses/restrictions placed on the ...