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We demonstrate that Search Engine Optimization (SEO) attributes provide strong signals for predicting news site reliability. We introduce a novel attributed webgraph dataset with labeled news domains and their connections to outlinking and backlinking domains. Finally, we introduce and evaluate a novel graph-based algorithm for discovering previously unknown misinformation news sources.
This dataset is provided courtesy of Ahrefs.com. The associated paper is upcoming at ICWSM 2024.
During an April 2024 survey among search engine optimization (SEO) professionals worldwide, ** percent of respondents stated that better aligning content with Experience, Expertise, Authoritativeness, and Trustworthiness (E-E-A-T) and intent was their planned priority focus area for the coming 12 months. Technical SEO and performance followed with almost ** percent of respondents.
During a 2023 survey carried out among search engine optimization (SEO) professionals worldwide, 11.8 percent stated that link building was their most effective SEO strategy. Overall content strategy ranked first, named by 16.7 percent of respondents.
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## Overview
Seo is a dataset for object detection tasks - it contains Seohyun annotations for 1,437 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 [CC BY 4.0 license](https://creativecommons.org/licenses/CC BY 4.0).
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Search Engine Optimization (SEO) Tools Market size was valued at USD 68.26 Billion in 2023 and is projected to reach USD 157.40 Billion by 2030, growing at a CAGR of 8.6% during the forecast period 2024-2030.
Global Search Engine Optimization (SEO) Tools Market Drivers
The market drivers for the Search Engine Optimization (SEO) Tools Market can be influenced by various factors. These may include:
Growing need for online visibility: As companies depend more and more on digital channels to attract new clients, there is a growing need for SEO solutions to help them become more visible online.
Increasing rivalry in the digital sphere: As more organisations go online, the competition for search engine rankings gets fiercer, pushing businesses to spend money on SEO technologies in order to obtain a competitive advantage.
Algorithms used by search engines are always changing in order to provide more relevant search results. Because of this, using advanced SEO techniques is necessary to maintain or raise search rankings while adjusting to algorithm updates.
Growing emphasis on content quality: Successful SEO depends on high-quality content. The need for SEO tools that make content optimisation, keyword research, and performance tracking easier is growing as more companies give priority to content marketing tactics.
Trend towards mobile-first indexing: As more people use the internet on mobile devices, search engines give preference to mobile-friendly websites. To boost their mobile search ranks, firms need to use SEO solutions that facilitate mobile optimisation and performance monitoring. Local search engine optimisation is becoming more and more important for firms that target particular geographic areas. There's a growing need for SEO tools that help with local keyword research, citation management, and tracking local rankings. A focus on making decisions based on data: Optimising SEO strategies is significantly aided by data-driven insights. Businesses looking to improve their SEO efforts are becoming more and more interested in SEO solutions that include comprehensive statistics, competitor analysis, and performance tracking features. Voice search technology is becoming more and more popular, thus it's important to optimise for voice search as these gadgets gain traction. There is a rising need for SEO technologies that assist with voice search optimisation, like natural language processing and featured snippet tracking.
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Title and Keywords Dataset
The titles are taken from Medium articles dataset , and the keywords are extracted by our team at 🤖 https://exnrt.com
You can check the fields description in the documentation: current Full database: https://docs.dataforseo.com/v3/databases/google/full/?bash; Historical Full database: https://docs.dataforseo.com/v3/databases/google/history/full/?bash.
Full Google Database is a combination of the Advanced Google SERP Database and Google Keyword Database.
Google SERP Database offers millions of SERPs collected in 67 regions with most of Google’s advanced SERP features, including featured snippets, knowledge graphs, people also ask sections, top stories, and more.
Google Keyword Database encompasses billions of search terms enriched with related Google Ads data: search volume trends, CPC, competition, and more.
This database is available in JSON format only.
You don’t have to download fresh data dumps in JSON – we can deliver data straight to your storage or database. We send terrabytes of data to dozens of customers every month using Amazon S3, Google Cloud Storage, Microsoft Azure Blob, Eleasticsearch, and Google Big Query. Let us know if you’d like to get your data to any other storage or database.
During a 2024 survey among search engine optimization (SEO) professionals worldwide, ** percent of respondents stated that they used keyword rankings to measure performance over the last year. Organic pageviews followed with ** percent, while click-through rates (CTR) were named by **** percent of respondents.
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Global Search Engine Optimization Services market size is expected to reach $194.6 billion by 2029 at 16.2%, segmented as by type, agencies seo services, freelancer seo services
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SEO Market Report is Segmented by Service Type (On-Page SEO, Off-Page and More), Organization Size (Small and Medium Enterprise, Large Enterprise), End User (BFSI, Education, IT and Telecom and More), Service Model (Project-Based, Hourly-Based and More), Access Channel (Desktop Search, Mobile Search, Voice Search) and Geography. The Market Forecasts are Provided in Terms of Value (USD).
During a 2022 survey among search engine optimization (SEO) professionals worldwide, slightly more than 60 percent of respondents were satisfied or very satisfied with their SEO results. On the other hand, approximately 10 percent of responding experts were dissatisfied or very dissatisfied with the SEO outcomes.
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SEO GRPO Reasoning Dataset (1k Examples)
Dataset Description
This dataset contains 1,000 examples designed for fine-tuning language models using Reinforcement Learning (specifically Group Policy Optimization - GRPO) on Search Engine Optimization (SEO) reasoning tasks. It was created as part of research within the WordLift Lab to explore teaching models structured reasoning guided by SEO principles. The dataset focuses on prompting a model to generate both a step-by-step… See the full description on the dataset page: https://huggingface.co/datasets/cyberandy/seo-grpo-reasoning-dataset-1000.
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Gain in-depth insights into SEO Testing Service Market Report from Market Research Intellect, valued at USD 1.2 billion in 2024, and projected to grow to USD 2.5 billion by 2033 with a CAGR of 9.5% from 2026 to 2033.
During a 2024 survey conducted among search engine optimization (SEO) professionals worldwide, approximately ** percent of respondents reported that generative artificial intelligence (Gen AI) had a noticeable positive impact on their SEO strategy. On the other hand, around ***** percent reported experiencing noticeable negative impact.
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The global Search Engine Optimization (SEO) Market size is expected to reach USD 157.41 Billion in 2032 registering a CAGR of 8.7%. Our report provides a comprehensive overview of the industry, including key players, market share, growth opportunities and more.
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Global Search Engine Optimization SEO market size 2025 is $100.099 Billion whereas according out published study it will reach to $368.171 Billion by 2033. Search Engine Optimization SEO market will be growing at a CAGR of 17.68% during 2025 to 2033.
Search Engine Optimization (SEO) Software Market Size 2025-2029
The search engine optimization (SEO) software market size is forecast to increase by USD 40.05 billion, at a CAGR of 21.3% between 2024 and 2029.
The SEO software market is experiencing significant growth, driven by the increasing global penetration of the Internet. With more businesses recognizing the importance of online presence, the demand for effective SEO solutions is on the rise. Additionally, the advent of advanced AI technologies is revolutionizing SEO, offering enhanced user experiences and more accurate search results. However, this market is not without challenges. Data privacy concerns among end-users continue to pose a significant obstacle, as companies navigate the delicate balance between optimizing for search engines and respecting user privacy.
As businesses strive to capitalize on the opportunities presented by this dynamic market, they must remain agile and responsive to both technological advancements and evolving user expectations. By focusing on user experience, data security and privacy, and the latest AI technologies, companies can differentiate themselves and stay ahead of the competition.
What will be the Size of the Search Engine Optimization (SEO) Software 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.
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The SEO software market continues to evolve, with dynamic market activities shaping its landscape. SEO consultants and agencies employ various strategies to optimize websites, adhering to best practices such as content optimization, keyword research, meta descriptions, and title tags. On-page optimization techniques, including header tags, image optimization, and schema markup, are crucial for enhancing a website's visibility and user experience. Off-page optimization, characterized by link building and social media signals, plays a significant role in a website's domain authority and page authority. SEO metrics, such as rank tracking, page speed, and search intent, provide valuable insights into a website's performance and user behavior.
Technical SEO, encompassing mobile friendliness, website crawling, and search console, ensures a website's accessibility and indexability. Ethical SEO practices, including white hat SEO and avoiding black hat tactics, are essential for sustainable growth and long-term success. Search engine algorithms, continuously evolving, prioritize user experience and relevance, with featured snippets and knowledge graph providing valuable information directly in search results. SEO trends, such as voice search optimization and SEO for video, reflect the changing digital landscape and user preferences. SEO software solutions offer comprehensive features to help businesses stay competitive, including SEO reporting, keyword density analysis, and SEO training.
As the market continues to unfold, staying informed and adaptive to these evolving patterns is crucial for maintaining a strong online presence.
How is this Search Engine Optimization (SEO) Software Industry segmented?
The search engine optimization (SEO) software industry research report provides comprehensive data (region-wise segment analysis), with forecasts and estimates in 'USD million' for the period 2025-2029, as well as historical data from 2019-2023 for the following segments.
Deployment
Cloud-based
On-premises
Hybrid
Product Type
Desktop user
Mobile user
Application
Social media marketing
Email marketing
Content marketing
Geography
North America
US
Canada
Europe
France
Germany
Italy
Spain
UK
APAC
China
India
Japan
Rest of World (ROW)
.
By Deployment Insights
The cloud-based segment is estimated to witness significant growth during the forecast period.
In the dynamic world of Search Engine Optimization (SEO), cloud-based SEO software has emerged as a preferred choice for professionals and teams seeking flexibility and collaboration. This segment of the global SEO software market caters to users who value the accessibility, scalability, and real-time capabilities of web-based solutions. Notable cloud-based SEO tools like Ahrefs empower users with comprehensive SEO functionalities, enabling them to optimize their online presence from anywhere with an internet connection. This flexibility fosters a collaborative work environment, allowing team members to effortlessly share and work on SEO projects in real-time, regardless of their geographical locations.
The user-friendly browser-based interfaces of cloud-based SEO software ensure a consistent and responsive experience across various devices, enhancing productivity and efficiency. Key features of cloud-based SEO software include keyword research, meta de
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Results data from the paper 2025 arxiv article C-SEO Bench: Does Conversational SEO Work? You can use the data with the code released in https://github.com/parameterlab/c-seo-bench The data has the following structure {partition}/{method}/{model}. In each leaf folder you will find two files:"
cost.json: the cost of running the experiment responses.parquet a file to be open with pandas including the prompt, response, and list of extracted citations from the responses.
Developed at Parameter… See the full description on the dataset page: https://huggingface.co/datasets/parameterlab/c-seo-results.
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The SEO market, currently valued at $66.97 million in 2025, is experiencing robust growth, projected to expand at a compound annual growth rate (CAGR) of 7.98% from 2025 to 2033. This growth is fueled by several key factors. The increasing reliance on digital marketing strategies by businesses of all sizes is a primary driver. Companies are recognizing the crucial role SEO plays in organic search visibility and driving targeted traffic to their websites. Furthermore, the evolution of search engine algorithms, the rise of voice search, and the growing importance of mobile optimization are continually shaping the SEO landscape, demanding sophisticated tools and expertise. Competition remains fierce, with established players like Semrush and Ahrefs vying for market share alongside newer entrants offering specialized services. This dynamic environment fosters innovation and continuous improvement in SEO techniques and technologies. The market segmentation is likely diverse, encompassing services like keyword research, on-page optimization, link building, technical SEO, and content optimization. Regional variations in market penetration are expected, with North America and Europe likely holding significant market shares due to higher digital adoption rates and established businesses. However, growth in emerging markets will significantly contribute to the overall expansion of the SEO market. Potential restraints could include the increasing complexity of SEO algorithms, requiring continuous adaptation by SEO professionals and businesses, and the need for ongoing investment in software and expertise. The market's future hinges on the continuous evolution of search engine technology and the growing demand for effective digital marketing solutions. Understanding these dynamics is crucial for businesses and professionals seeking to navigate the complexities of this rapidly growing sector. Recent developments include: July 2024: Semalt has launched its new SEO Partnership Program to build robust alliances and bolster digital marketing initiatives. This initiative seeks to unite businesses with Semalt's expertise, cultivating a collaborative atmosphere that yields superior SEO outcomes and a more substantial online presence. The program provides resources, granting partners access to Semalt's state-of-the-art SEO tools and tailored strategies. Furthermore, partners benefit from dedicated support and ongoing training, empowering them to refine their digital marketing endeavors and secure long-term growth.June 2024: Revlon partnered strategically with D2S, a leading SEO company in India, marking a pivotal move to bolster the brand's success. This collaboration seeks to amplify Revlon India's online presence, harness innovative digital strategies and campaigns, and capitalize on D2S's expertise, heralding promising and groundbreaking outcomes. D2S Technologies stands at the forefront of digital marketing, earning its reputation as a premier choice for many in India. Renowned for its holistic and results-driven digital marketing solutions, D2S has established itself as a go-to SEO partner. Its high-quality services, robust deliverables, streamlined processes, and effective communication have made it the preferred outsourcing ally for agencies in the US and UK.. Key drivers for this market are: Increasing Use of Mobile Devices and Internet Penetration, Increasing Popularity to Expand the Target Audience and Increase Brand Awareness. Potential restraints include: Increasing Use of Mobile Devices and Internet Penetration, Increasing Popularity to Expand the Target Audience and Increase Brand Awareness. Notable trends are: E-Commerce Segment Expected to Hold Significant Share.
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According to Cognitive Market Research, the global search engine optimization services market size was estimated at USD 45.2 billion in 2022 and will increase at a 17.90% compound annual growth rate (CAGR) from 2023 to 2030. How is Market for Search Engine Optimisation Services Being Affected by the Major Trends?
Increasing Revenues of Digital Advertising to Provide Viable Market Output
It is anticipated that in the near future, digital advertising will surpass conventional means of advertising like print, television, radio, movies, and outdoors. Advertisers are resorting to digital advertising to reach the required demographic segments as consumer viewing shifts farther away from traditional networks towards digital alternatives, creating demand for SEO services to increase website exposure and draw in online traffic. Mobile internet advertising is another industry that is expanding thanks to the growing popularity of smartphones.
Internet advertising revenue climbed from 2021 to 2022 by 10.8% (YoY) to $209.7 billion, and overall revenue increased by $20.4 billion (YoY). Ad revenues for the first half of the year exceeded $100 billion for the first time, with Q1 seeing the largest gain, up 21.1% from Q2 and Q2. Revenues fell in Q3 (8.4%) and Q4 (4.4%).
Advertisers increasingly value deep engagement, leading to a shift in advertising budgets from traditional to digital platforms, accelerating the demand for search engine optimization services throughout the forecast term.
Affordable internet in developing countries to propel market growth
The Factors Restraining Growth of the Search Engine Optimization Services Market
Rising In-house Team And Online SEO Tools to Hinder Market Growth
Many businesses are assembling their own in-house SEO teams to meet their specific needs. The business must establish an internal SEO team and streamline the procedure as the organization grows. The in-house SEO team guarantees cost savings and quick response times for campaigns and takes into account brand objectives, data security, and resource quality as well. Additionally, it enables control over output control. Additionally, online SEO tools can be used by anyone to improve their search, negating the need to speak with a third-party search engine optimization services supplier. The expansion of the search engine optimization services market is hampered by the rise of in-house teams and the accessibility of SEO online.
Impact of COVID–19 on the Search Engine Optimisation Services Market
Nearly every business on the planet has suffered setbacks due to the pandemic. This is because numerous preventative lockdowns and other worldwide limitations imposed by regulatory bodies have seriously hampered each company's manufacturing and supply chain operations. The market for search engine optimization services globally is not an exception. Additionally, because this epidemic has negatively influenced most people's finances, people are now more concerned with cutting back on their discretionary spending, which has decreased consumer demand. These variables will impact the global search engine optimization services market's revenue trajectory during the forecast period. However, the global search engine optimization services industry is projected to recover as regional regulatory authorities start to loosen these imposed limits. Introduction of Search Engine Optimization Services
The search engine optimization (SEO) services market comprises companies (organizations, sole proprietors, or partnerships) that sell SEO consultancy services to companies looking to optimize their websites. The industry is driven by the increased use of digital marketing strategies and the demand for more presence on key search engines. The search engine optimization services market grew throughout the historical period due to rising digital media consumption, increased smartphone and internet service penetration, older generations becoming more digitally empowered, and supportive government measures.
Between 2023 and 2028, an additional 910.3 million smartphone users will be worldwide (an increase of 17.33 percent). After five years of growth, the number of smartphone users is expected to reach 6.2 billion in 2028, reachi...
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We demonstrate that Search Engine Optimization (SEO) attributes provide strong signals for predicting news site reliability. We introduce a novel attributed webgraph dataset with labeled news domains and their connections to outlinking and backlinking domains. Finally, we introduce and evaluate a novel graph-based algorithm for discovering previously unknown misinformation news sources.
This dataset is provided courtesy of Ahrefs.com. The associated paper is upcoming at ICWSM 2024.