Content Marketing is a marketing tactic that involves the creation and sharing of relevant and valuable content for the purpose of attracting, engaging and acquiring target audiences to drive profitable customer action.
Are you planing next content marketing strategy for your B2B company? You should look at these 26 B2b content marketing facts and make a better content marketing plan for 2015.
Content marketing can be an effective way to connect with customers and prospects – not just through social media, but through all channels. During this presentation we discussed how:
• Social media and content marketing impact customer perceptions and buying behavior,
• To use content marketing to support your marketing goals
• To manage an ongoing strategy
And why content marketing is, in fact, not new.
1) The document discusses benchmarks, budgets, and trends for technology content marketing in 2022 based on a survey.
2) It finds that nearly one-third of technology marketers rated their content marketing success as "extremely" or "very" successful over the past year. Top performers stand out through differentiating content and prioritizing audience needs.
3) Creating content for multi-level roles, accessing subject matter experts, and internal communication were the top challenges reported. Most technology marketers plan to invest in video content in 2022.
Managing The Content Marketing Avalanche! B2B Content Marketing in 2014 Dave Chaffey
Presented as a Keynote to the B2B Marketing Content Avalanche Conference in London on 7th November 2013.
In this Keynote, I highlight some of the latest research in Content Marketing practices pulling out 10 trends needed to make the most of content marketing in 2014.
Examples show how leading companies are prioritising, managing and optimising their B2B content marketing including examples of new applications and new interactive B2B content marketing tools.
The team at Venngage collaborated with Marketing guru, Barry Feldman of Feldman Creative to put together this infographic and slideshare on the various types of content you can create.
Visit www.venngage.com to make your own templates with ease
Visit www.feldmancreative.com for plenty of marketing insights.
Content marketing costs 62% less than traditional marketing but generates 3 times as many leads. In 2019, over 84% of large US companies will utilize digital content marketing strategies. Content marketing will be a $300 billion industry by 2019. Companies that implement content marketing strategies see 6 times higher conversion rates than those who don't.
Are you planing next content marketing strategy for your B2B company? You should look at these 26 B2b content marketing facts and make a better content marketing plan for 2015.
Content marketing can be an effective way to connect with customers and prospects – not just through social media, but through all channels. During this presentation we discussed how:
• Social media and content marketing impact customer perceptions and buying behavior,
• To use content marketing to support your marketing goals
• To manage an ongoing strategy
And why content marketing is, in fact, not new.
1) The document discusses benchmarks, budgets, and trends for technology content marketing in 2022 based on a survey.
2) It finds that nearly one-third of technology marketers rated their content marketing success as "extremely" or "very" successful over the past year. Top performers stand out through differentiating content and prioritizing audience needs.
3) Creating content for multi-level roles, accessing subject matter experts, and internal communication were the top challenges reported. Most technology marketers plan to invest in video content in 2022.
Managing The Content Marketing Avalanche! B2B Content Marketing in 2014 Dave Chaffey
Presented as a Keynote to the B2B Marketing Content Avalanche Conference in London on 7th November 2013.
In this Keynote, I highlight some of the latest research in Content Marketing practices pulling out 10 trends needed to make the most of content marketing in 2014.
Examples show how leading companies are prioritising, managing and optimising their B2B content marketing including examples of new applications and new interactive B2B content marketing tools.
The team at Venngage collaborated with Marketing guru, Barry Feldman of Feldman Creative to put together this infographic and slideshare on the various types of content you can create.
Visit www.venngage.com to make your own templates with ease
Visit www.feldmancreative.com for plenty of marketing insights.
Content marketing costs 62% less than traditional marketing but generates 3 times as many leads. In 2019, over 84% of large US companies will utilize digital content marketing strategies. Content marketing will be a $300 billion industry by 2019. Companies that implement content marketing strategies see 6 times higher conversion rates than those who don't.
Eder holguin content marketing rules for successIdealMediaInc
Content marketing is a strategy that uses relevant content to drive engagement and interactions with a targeted demographic. It allows brands to tell stories to gain exposure and build trust over time. While content marketing has been used for centuries, it is one of the fastest growing online marketing trends. Successful content marketing requires awareness of the audience, optimizing messages based on feedback, and actively engaging with customers to build relationships. The impact of content marketing should be measured using metrics like traffic, audience size, comments, leads, and viral sharing.
COVID Marketing Impact & How Marketers Are RespondingLinkedIn
Marketers are facing challenges from COVID-19 such as budget cuts, shifting priorities, and moving events online. A survey found that 38% of marketers paused or cancelled events, moving them online instead. COVID has impacted marketing strategies, with 67% of campaigns being pivoted or paused. Top reasons for decreasing marketing spend included budget cuts, a perception that it's not the right time to advertise, and lack of audience engagement. Marketers are responding by increasing investment in webinars, organic social media, and online video. They are targeting audiences affected by COVID-19 and shifting budgets from upper to lower funnel activities. Content is also being adjusted, with more social and thought leadership content but less events and new product information.
2016 briefing event featuring Forrester Research. We present our key content trends to help brands connect more in 2016: both with their customers and across silos in their organisation.
How content operations can become your marketing super power - featuring adid...Brilliant Noise
Producing consistent, customer-focused content requires considerable investment – are you maximising the ROI for your organisation?
For maximum efficiency engaging creative must be supported by strategy and operations.
UK marketers allocate 31% of their budget to content marketing but 70% of marketers lack the consistent or integrated content strategy needed to succeed.
Brilliant Noise helps brands to increase the efficiency of their content by 500% and customer engagement by 200%.
Industry experts will share their learnings and recommendations:
- Kris Ekman, Global Director Social Products and Services, adidas
- Sarah Jones, Senior Manager Digital Content and Social Media, Amex
- Antony Mayfield, CEO, Brilliant Noise
We recently surveyed 500 global business executives about what they are looking for from content providers. Simultaneously, we asked 500 marketers who participate in content creation about how they are building their content strategy. The disconnect between the two is often stark. With 93% of companies surveyed planning to maintain or increase their investment in content creation in the coming year, addressing these gaps between reader need and company strategy is critical to building a compelling content program.
Ecommerce Content Marketing Trends for 2017archana cks
In 2017, content will continue to be one of the most important marketing tactics for ecommerce businesses. Look for content marketers to produce a greater number of videos, focus on mobile media consumption, spend more money promoting content, produce more shows rather than standalone posts, and use technology to an advantage.
Source <> http://www.ecbilla.com/blogs/ecommerce-content-marketing-trends-for-2017.html
This document discusses the importance of content marketing and outlines challenges that companies face in developing effective content marketing strategies. It notes that content marketing is a top marketing strategy for CMOs but many companies struggle with creating engaging content, budgets, proving ROI, and time constraints. The document then introduces "The Content PROSe" as a solution that can help with content strategy, development, distribution, and analytics. They are experienced marketing and communications professionals who can provide strategic and high-quality outsourced content marketing support.
This document discusses the importance of content marketing and outlines challenges that companies face in developing effective content marketing strategies. It notes that content marketing is a top marketing strategy for CMOs but many companies struggle with creating engaging content, budgets, proving ROI, and time constraints. The document then introduces "The Content PROSe" as a solution that can help with content strategy, development, distribution, and analytics. They are experienced marketing and communications professionals who can provide strategic and high-quality outsourced content marketing support.
10 Tips for using Content Marketing in RecruitmentRaj Anand
The job landscape is undergoing some major changes at present. Typical candidates are behaving more and more like modern consumers by “shopping around” for jobs rather than jumping at the first opportunity that comes along.
The birth of “recruitment marketing” has brought about a major shift in focus for all recruitment agencies. Agencies that do not adjust their approaches may fall behind. As is the case with all other forms of marketing, it is crucial to develop a comprehensive understanding of the types of people that are being targeted in order to create an effective strategy that will provide recruitment agency clients with the most suitable candidates.
In 2014, 93% of B2B marketers use content marketing, 44% of B2B marketers have a documented content strategy and 42% of B2B marketers said they were effective at content marketing.
These are all achievements that demonstrate how content marketing can no longer be neglected, when it comes to fruitful marketing strategies.
A talk at E-commerce North Show from Dave Chaffey of Smart Insights covering 15 questions to ask about the latest trends including AI and machine learning and user experience.
Reasons to Attend Digital marketing conferenceDivya B
The document outlines several reasons to attend a digital marketing conference in 2018. Key reasons include: 1) Learning about emerging digital trends and innovations from industry leaders; 2) Significant changes are expected in digital marketing strategies throughout 2018; 3) Networking with and learning from the top professionals and legends in the field. Overall, attending such a conference provides opportunities to widen one's knowledge, boost business and brand recognition, and optimize chances of converting ideas into reality.
Global Digital Marketing Summit is a renowned conference event known for its series of virtual events.GDMS is one of the best digital marketing events for professionals across Midwest that you can’t afford miss this year.
To know more click on the link given below:
https://gdms.texilaconference.org/blog/midwest-digital-marketing-conference
This document discusses creating a winning global digital strategy and provides 8 key success factors. The success factors include developing an omnichannel customer experience, applying customer insights, prioritizing measurement and optimization, integrating search and social marketing, focusing on engagement, thinking globally but acting locally, and connecting online and offline campaigns. Specific examples are provided from companies like Betfair, Autoglass, and Debenhams to illustrate how they implement these strategic factors in their digital marketing.
A look at the trends that will dominate the 2019 marketing campaignsAldon Richards
According to an Esources review, “This portal has added muscle by being UK’s largest directory of verified wholesale suppliers and trade leads. A great resource for companies to identify and focus on their target audience”.
2021 Content Marketing Trends [with a Key Data]Adsy
Would you like to assemble your content marketing right for 2021? Then check the key data you have to know to build an effective content marketing strategy.
2013 benchmarks budgets and trends- e briks infotechebriksinfotech
Here the Ebriks are provides with the the unique and best services about the 2013benchmarks-budgets and trends.If you want know mode about it pls visit www.ebriks.com
1) 91% of B2B marketers use content marketing, spending an average of 33% of their budgets on it. The use of tactics like research reports, videos, and mobile content is increasing.
2) Producing enough content is now the top challenge for B2B marketers, replacing producing engaging content which was the challenge in previous years.
3) The most effective B2B content marketers allocate a higher percentage of their budget to content marketing and use more tactics and social platforms than less effective marketers.
When it's time for that conversation to get buy-in on your content marketing ideas and initiatives, how do you proceed? Do you have all of the resources you need? The research and support to justify your programs? We're here to help. Download our "Mastering the Buy-In Conversation on Content Marketing: The Essential Starter Kit" now to help you. We've done the legwork so you can focus on your content marketing. Good luck, and let us know how else we can help.
This report details our findings about which content tactics B2B marketing organizations are using, and which distribution channels are most effective based on measurements of reach, conversion and ROI. This data should help CMOs invest in the right content marketing tactics for executing their content marketing strategy.
With the twitch of the internet and explosion of social media, B2B marketing and lead generation has changed intensely in the last few years.
In this case study, we’ve defined what has changed in the recent years and additionally, a few B2B marketing strategies to increase lead generation.
Eder holguin content marketing rules for successIdealMediaInc
Content marketing is a strategy that uses relevant content to drive engagement and interactions with a targeted demographic. It allows brands to tell stories to gain exposure and build trust over time. While content marketing has been used for centuries, it is one of the fastest growing online marketing trends. Successful content marketing requires awareness of the audience, optimizing messages based on feedback, and actively engaging with customers to build relationships. The impact of content marketing should be measured using metrics like traffic, audience size, comments, leads, and viral sharing.
COVID Marketing Impact & How Marketers Are RespondingLinkedIn
Marketers are facing challenges from COVID-19 such as budget cuts, shifting priorities, and moving events online. A survey found that 38% of marketers paused or cancelled events, moving them online instead. COVID has impacted marketing strategies, with 67% of campaigns being pivoted or paused. Top reasons for decreasing marketing spend included budget cuts, a perception that it's not the right time to advertise, and lack of audience engagement. Marketers are responding by increasing investment in webinars, organic social media, and online video. They are targeting audiences affected by COVID-19 and shifting budgets from upper to lower funnel activities. Content is also being adjusted, with more social and thought leadership content but less events and new product information.
2016 briefing event featuring Forrester Research. We present our key content trends to help brands connect more in 2016: both with their customers and across silos in their organisation.
How content operations can become your marketing super power - featuring adid...Brilliant Noise
Producing consistent, customer-focused content requires considerable investment – are you maximising the ROI for your organisation?
For maximum efficiency engaging creative must be supported by strategy and operations.
UK marketers allocate 31% of their budget to content marketing but 70% of marketers lack the consistent or integrated content strategy needed to succeed.
Brilliant Noise helps brands to increase the efficiency of their content by 500% and customer engagement by 200%.
Industry experts will share their learnings and recommendations:
- Kris Ekman, Global Director Social Products and Services, adidas
- Sarah Jones, Senior Manager Digital Content and Social Media, Amex
- Antony Mayfield, CEO, Brilliant Noise
We recently surveyed 500 global business executives about what they are looking for from content providers. Simultaneously, we asked 500 marketers who participate in content creation about how they are building their content strategy. The disconnect between the two is often stark. With 93% of companies surveyed planning to maintain or increase their investment in content creation in the coming year, addressing these gaps between reader need and company strategy is critical to building a compelling content program.
Ecommerce Content Marketing Trends for 2017archana cks
In 2017, content will continue to be one of the most important marketing tactics for ecommerce businesses. Look for content marketers to produce a greater number of videos, focus on mobile media consumption, spend more money promoting content, produce more shows rather than standalone posts, and use technology to an advantage.
Source <> http://www.ecbilla.com/blogs/ecommerce-content-marketing-trends-for-2017.html
This document discusses the importance of content marketing and outlines challenges that companies face in developing effective content marketing strategies. It notes that content marketing is a top marketing strategy for CMOs but many companies struggle with creating engaging content, budgets, proving ROI, and time constraints. The document then introduces "The Content PROSe" as a solution that can help with content strategy, development, distribution, and analytics. They are experienced marketing and communications professionals who can provide strategic and high-quality outsourced content marketing support.
This document discusses the importance of content marketing and outlines challenges that companies face in developing effective content marketing strategies. It notes that content marketing is a top marketing strategy for CMOs but many companies struggle with creating engaging content, budgets, proving ROI, and time constraints. The document then introduces "The Content PROSe" as a solution that can help with content strategy, development, distribution, and analytics. They are experienced marketing and communications professionals who can provide strategic and high-quality outsourced content marketing support.
10 Tips for using Content Marketing in RecruitmentRaj Anand
The job landscape is undergoing some major changes at present. Typical candidates are behaving more and more like modern consumers by “shopping around” for jobs rather than jumping at the first opportunity that comes along.
The birth of “recruitment marketing” has brought about a major shift in focus for all recruitment agencies. Agencies that do not adjust their approaches may fall behind. As is the case with all other forms of marketing, it is crucial to develop a comprehensive understanding of the types of people that are being targeted in order to create an effective strategy that will provide recruitment agency clients with the most suitable candidates.
In 2014, 93% of B2B marketers use content marketing, 44% of B2B marketers have a documented content strategy and 42% of B2B marketers said they were effective at content marketing.
These are all achievements that demonstrate how content marketing can no longer be neglected, when it comes to fruitful marketing strategies.
A talk at E-commerce North Show from Dave Chaffey of Smart Insights covering 15 questions to ask about the latest trends including AI and machine learning and user experience.
Reasons to Attend Digital marketing conferenceDivya B
The document outlines several reasons to attend a digital marketing conference in 2018. Key reasons include: 1) Learning about emerging digital trends and innovations from industry leaders; 2) Significant changes are expected in digital marketing strategies throughout 2018; 3) Networking with and learning from the top professionals and legends in the field. Overall, attending such a conference provides opportunities to widen one's knowledge, boost business and brand recognition, and optimize chances of converting ideas into reality.
Global Digital Marketing Summit is a renowned conference event known for its series of virtual events.GDMS is one of the best digital marketing events for professionals across Midwest that you can’t afford miss this year.
To know more click on the link given below:
https://gdms.texilaconference.org/blog/midwest-digital-marketing-conference
This document discusses creating a winning global digital strategy and provides 8 key success factors. The success factors include developing an omnichannel customer experience, applying customer insights, prioritizing measurement and optimization, integrating search and social marketing, focusing on engagement, thinking globally but acting locally, and connecting online and offline campaigns. Specific examples are provided from companies like Betfair, Autoglass, and Debenhams to illustrate how they implement these strategic factors in their digital marketing.
A look at the trends that will dominate the 2019 marketing campaignsAldon Richards
According to an Esources review, “This portal has added muscle by being UK’s largest directory of verified wholesale suppliers and trade leads. A great resource for companies to identify and focus on their target audience”.
2021 Content Marketing Trends [with a Key Data]Adsy
Would you like to assemble your content marketing right for 2021? Then check the key data you have to know to build an effective content marketing strategy.
2013 benchmarks budgets and trends- e briks infotechebriksinfotech
Here the Ebriks are provides with the the unique and best services about the 2013benchmarks-budgets and trends.If you want know mode about it pls visit www.ebriks.com
1) 91% of B2B marketers use content marketing, spending an average of 33% of their budgets on it. The use of tactics like research reports, videos, and mobile content is increasing.
2) Producing enough content is now the top challenge for B2B marketers, replacing producing engaging content which was the challenge in previous years.
3) The most effective B2B content marketers allocate a higher percentage of their budget to content marketing and use more tactics and social platforms than less effective marketers.
When it's time for that conversation to get buy-in on your content marketing ideas and initiatives, how do you proceed? Do you have all of the resources you need? The research and support to justify your programs? We're here to help. Download our "Mastering the Buy-In Conversation on Content Marketing: The Essential Starter Kit" now to help you. We've done the legwork so you can focus on your content marketing. Good luck, and let us know how else we can help.
This report details our findings about which content tactics B2B marketing organizations are using, and which distribution channels are most effective based on measurements of reach, conversion and ROI. This data should help CMOs invest in the right content marketing tactics for executing their content marketing strategy.
With the twitch of the internet and explosion of social media, B2B marketing and lead generation has changed intensely in the last few years.
In this case study, we’ve defined what has changed in the recent years and additionally, a few B2B marketing strategies to increase lead generation.
Content marketing isn’t a new strategy for the finance industry. For many financial institutions, the value of content marketing is the same today as it was 130 years ago: It strengthens relationships with prospects and customers by building trust. But what, specifically, are financial institutions doing when it comes to content marketing — and, more importantly, what do they need to be doing to evolve and stand out? This industry has its own unique considerations, as well, such as the fact it operates in a heavily regulated industry and its customers can no longer be categorized as being interested in only business finance or only personal finance. This white paper provides an overview of the current state of content marketing in the finance industry and explores key examples that can show you ways to evolve your own program.
@CMIContent Study | Conent Management in Financial IndustryEl Cabell
The document discusses the evolution of content marketing in the finance industry. It provides an overview of research on the current state of content marketing among financial institutions. Some key findings include that 78% of financial marketers use content marketing and spend an average of 18% of their marketing budget on it. The document then shares several lessons and examples from leading financial companies' content marketing strategies. These include having a clear purpose, evolving strategies over time, using content hubs with promotion, incorporating print content, engaging employees, adding fun elements, and capitalizing on trends. The goal is to help marketers in the finance industry improve their content marketing programs.
B2B Content Marketing: 2013 Benchmarks, Budgets, and Trends—North AmericaMarketingProfs
B2B marketers are spending more, using more tactics, and distributing their content on more social networks than they have in years past, according to the latest findings of a study from MarketingProfs and the Content Marketing Institute.
There is also more uncertainty, however, the study found: B2B marketers are more uncertain whether they are using various content marketing tactics effectively.
2013 benchmarks budgets and trends– e briks infotechsurbhi233
Content Marketing Institute and MarketingProfs and sponsored by Brightcove. The survey was mailed
electronically to a sample of B2B marketers from among members and subscribers of MarketingProfs
and Content Marketing Institute
1) 91% of B2B marketers use content marketing, spending an average of 33% of their budgets on it. The use of tactics like research reports, videos, and mobile content are increasing.
2) Producing enough content is now the top challenge for B2B marketers, replacing producing engaging content which was the top challenge in previous years.
3) The most effective B2B content marketers allocate a higher percentage of their budget to content marketing and use more tactics and social platforms than less effective marketers.
A Keynote delivered for the Comms Rewired conference organized by The Scottish Council for Voluntary Organisations (SCVO) - the membership organisation for Scotland’s charities, voluntary organisations and social enterprises.
Integrating digital channels in not-for-profit marketing: best practices and trends.
Covering examples of the latest best practices in digital marketing for charities
Digital marketing, also called online marketing, is the promotion of brands to connect with potential customers using the internet and other forms of digital communication. This includes not only email, social media, and web-based advertising, but also text and multimedia messages as a marketing channel.
Digital marketing, also called online marketing, is the promotion of brands to connect with potential customers using the internet and other forms of digital communication. This includes not only email, social media, and web-based advertising, but also text and multimedia messages as a marketing channel.
Content and Distribution: The Hub of Your Online EffortsWill Davis
The document discusses content marketing and strategies for developing an effective content marketing program. It recommends establishing a blog as a central hub for distributing content across various social media and digital channels. It also provides tips for creating and sharing content, measuring success both quantitatively and qualitatively, and using content marketing for branding, awareness, and sharing targeted messages.
B2B marketers are increasingly using content marketing as a core marketing strategy. Nine out of ten organizations surveyed use content marketing. On average, marketers use eight different content tactics and spend over a quarter of their budget on content marketing. Popular tactics include social media, articles, and events. However, marketers lack confidence in the effectiveness of individual tactics. While adoption of tactics is high, only around half believe each tactic is effective. There is a significant gap between how often tactics are used and how effective they are perceived to be.
6 Content Marketing Trends To Look Out For Beyond 2021PaulDonahue16
Content marketing plays a pivotal role in running a business. If you are a business owner, understanding the trends working well for other brands can help you achieve your business goals, such as generating leads, improving conversions, and increasing sales.
https://advdms.com/blog/6-content-marketing-trends-to-look-out-for-beyond-2021/
This document outlines 5 critical trends CMOs should know about: 1) Measurement is becoming more sophisticated, 2) Account based marketing enables precision targeting, 3) Influencer marketing extends reach, 4) Native advertising drives engagement, and 5) Video is the new content king. For each trend, it provides what CMOs can do and how LinkedIn can help. It concludes by highlighting top CMOs on LinkedIn that can serve as inspiration.
Should every recruitment business be a digital marketing agency? - #Rechangou...Colleague Software
Should every recruitment business be a digital marketing agency? - #Rechangout White Paper
Download here: https://www.colleaguesoftware.com/resources/white-papers/should-every-recruitment-business-be-a-digital-marketing-agency
Content marketing - Presentation to Yes!Delft Marketing ClusterDennis Saaltink
The document provides an overview of online content marketing. It discusses what content marketing is, how to develop a strategy, measure results, and get started. Specifically, it defines content marketing as translating a company's knowledge into distributable content to drive customer action. It also outlines developing goals, segmentation, content creation formats, distribution channels, and metrics for measuring success.
2024 State of Marketing Report – by HubspotMarius Sescu
https://www.hubspot.com/state-of-marketing
· Scaling relationships and proving ROI
· Social media is the place for search, sales, and service
· Authentic influencer partnerships fuel brand growth
· The strongest connections happen via call, click, chat, and camera.
· Time saved with AI leads to more creative work
· Seeking: A single source of truth
· TLDR; Get on social, try AI, and align your systems.
· More human marketing, powered by robots
Predictably Improve Your B2B Tech Company's Performance by Leveraging DataKiwi Creative
Harness the power of AI-backed reports, benchmarking and data analysis to predict trends and detect anomalies in your marketing efforts.
Peter Caputa, CEO at Databox, reveals how you can discover the strategies and tools to increase your growth rate (and margins!).
From metrics to track to data habits to pick up, enhance your reporting for powerful insights to improve your B2B tech company's marketing.
- - -
This is the webinar recording from the June 2024 HubSpot User Group (HUG) for B2B Technology USA.
Watch the video recording at https://youtu.be/5vjwGfPN9lw
Sign up for future HUG events at https://events.hubspot.com/b2b-technology-usa/
4th Modern Marketing Reckoner by MMA Global India & Group M: 60+ experts on W...Social Samosa
The Modern Marketing Reckoner (MMR) is a comprehensive resource packed with POVs from 60+ industry leaders on how AI is transforming the 4 key pillars of marketing – product, place, price and promotions.
Orchestrating the Future: Navigating Today's Data Workflow Challenges with Ai...Kaxil Naik
Navigating today's data landscape isn't just about managing workflows; it's about strategically propelling your business forward. Apache Airflow has stood out as the benchmark in this arena, driving data orchestration forward since its early days. As we dive into the complexities of our current data-rich environment, where the sheer volume of information and its timely, accurate processing are crucial for AI and ML applications, the role of Airflow has never been more critical.
In my journey as the Senior Engineering Director and a pivotal member of Apache Airflow's Project Management Committee (PMC), I've witnessed Airflow transform data handling, making agility and insight the norm in an ever-evolving digital space. At Astronomer, our collaboration with leading AI & ML teams worldwide has not only tested but also proven Airflow's mettle in delivering data reliably and efficiently—data that now powers not just insights but core business functions.
This session is a deep dive into the essence of Airflow's success. We'll trace its evolution from a budding project to the backbone of data orchestration it is today, constantly adapting to meet the next wave of data challenges, including those brought on by Generative AI. It's this forward-thinking adaptability that keeps Airflow at the forefront of innovation, ready for whatever comes next.
The ever-growing demands of AI and ML applications have ushered in an era where sophisticated data management isn't a luxury—it's a necessity. Airflow's innate flexibility and scalability are what makes it indispensable in managing the intricate workflows of today, especially those involving Large Language Models (LLMs).
This talk isn't just a rundown of Airflow's features; it's about harnessing these capabilities to turn your data workflows into a strategic asset. Together, we'll explore how Airflow remains at the cutting edge of data orchestration, ensuring your organization is not just keeping pace but setting the pace in a data-driven future.
Session in https://budapestdata.hu/2024/04/kaxil-naik-astronomer-io/ | https://dataml24.sessionize.com/session/667627
End-to-end pipeline agility - Berlin Buzzwords 2024Lars Albertsson
We describe how we achieve high change agility in data engineering by eliminating the fear of breaking downstream data pipelines through end-to-end pipeline testing, and by using schema metaprogramming to safely eliminate boilerplate involved in changes that affect whole pipelines.
A quick poll on agility in changing pipelines from end to end indicated a huge span in capabilities. For the question "How long time does it take for all downstream pipelines to be adapted to an upstream change," the median response was 6 months, but some respondents could do it in less than a day. When quantitative data engineering differences between the best and worst are measured, the span is often 100x-1000x, sometimes even more.
A long time ago, we suffered at Spotify from fear of changing pipelines due to not knowing what the impact might be downstream. We made plans for a technical solution to test pipelines end-to-end to mitigate that fear, but the effort failed for cultural reasons. We eventually solved this challenge, but in a different context. In this presentation we will describe how we test full pipelines effectively by manipulating workflow orchestration, which enables us to make changes in pipelines without fear of breaking downstream.
Making schema changes that affect many jobs also involves a lot of toil and boilerplate. Using schema-on-read mitigates some of it, but has drawbacks since it makes it more difficult to detect errors early. We will describe how we have rejected this tradeoff by applying schema metaprogramming, eliminating boilerplate but keeping the protection of static typing, thereby further improving agility to quickly modify data pipelines without fear.
Build applications with generative AI on Google CloudMárton Kodok
We will explore Vertex AI - Model Garden powered experiences, we are going to learn more about the integration of these generative AI APIs. We are going to see in action what the Gemini family of generative models are for developers to build and deploy AI-driven applications. Vertex AI includes a suite of foundation models, these are referred to as the PaLM and Gemini family of generative ai models, and they come in different versions. We are going to cover how to use via API to: - execute prompts in text and chat - cover multimodal use cases with image prompts. - finetune and distill to improve knowledge domains - run function calls with foundation models to optimize them for specific tasks. At the end of the session, developers will understand how to innovate with generative AI and develop apps using the generative ai industry trends.
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REFERENCE SOURCES:
Content Marketing Institute “What is Content Marketing?” (2013) Content Marketing Institute & MarketingProfs “B2B Content Marketing: 2014 Benfmarks, Budgets, and Trends - North America” (2013)
Content Marketing Institute - Joe Pulizzi “Six Useful Content Marketing Definitions” (2012 )
Content Marketing Institute - Joe Pulizzi “2014 B2B Content Marketing Research: Strategy is Key to Effectiveness” (2013)
B2B Marketers us an average of 12 content marketing tactics
11% of B2B companies use over 20 different content marketing tactics
Companies with 10,000 or more employees use an average of tactics
28% of B2B companies use 5-9 different content marketing tactics
B2B Marketers:
Content Markting Buy-In
What is Content Marketing?
Content Marketing is a marketing tactic that involves the creation and sharing
of relevant and valuable content for the purpose of attracting, engaging and
acquiring target audiences to drive profitable customer action.
93%
Of B2B
Marketers
use
Content
Marketing
Be Next In Line for the Throne
Not the Court Jester
Content Marketing is King
Realm of Content Marketing
Reigning Marketers understand that traditional marketing is becoming less
effective by the minute. To conquer today’s marketing domain, one must
incorporate content marketing as part of their overall marketing mix.
B2B Marketers use an
average of 13 content
marketing tactics
11% of B2B Companies
use over 20 different
content marketing tactics
Companies with 10,000
or more employees use
an average of 18 tactics
28% of B2B Companies
use 5-9 different content
marketing tactics
Top 10 Tactics Used by Merchants
Businesses across the globe realize the importance of content marketing
and use it as part of their marketing arsenal. The focus is not to sell, but
simply to communicate or deliver consistent, ongoing valuable information
that educates buyers and ultimately assists in increasing revenue, customer
acquisition and loyalty. Content can be presented in a variety of formats.
Todays top 10 tactics used by B2B content marketers are...
87%
Socia
l Media (
O
therThanBlog
s)
81%
Art
icles (On Th
eirWebsites)
76%
Blo
gs
73%
Case
Studies
73%
V
ideos
68%
Articles
(OnOtherWeb
sites)
64%
Wh
itePaper
s
63%
Online
Presentat
ions
Top 10 Most Effective Content Formats
All businesses can benefit from a content marketing strategy. However,
the format and channels you use need to meet your audiences need.
Below are the top 10 most effective tactics as rated by B2B marketers.
44%
Of B2B
Marketers
have a
documented
Content
Marketing
Strategy
Videos
80
70
60
50
40
30
20
10
0
Articles(OnWebsites)
53%
CaseStudies
64%
Webcasts
Webinars
61%
Blogs
59%
Newsletters
Videos
58%
WhitePapers
ResearchReports
57%
eBooks
55%
In-PersonEvents
67%
80%
eNewsle
tters
76%
In-Perso
n
Events
42%
Of B2B
Marketers
consider
themselves
effective at
Content
Marketing
Content Distribution Platforms
B2B Marketers are using social media platforms more than ever to distribute
their content more frequently to target audiences, utilizing an average of
six different platforms. Year over year Slide Share (40% vs. 23%), Google+
(55% vs. 39%), and Instagram (22% vs. 7%) have experienced the biggest
surges in use. Below are the top 6 platforms used by B2B marketer.6
Platforms
on average
are used by
B2B Marketers
to Distribute
Content
LinkedIn
Twitter
Facebook
YouTube
Google+
SlideShare
0 5 10 15 20 25 30 35 40 45 50 55 60 65 70 75 80 85 90 95 100
91%
85%
81%
73%
55%
40%
Future of the Monarchy
B2B Marketers are increasing their budgets to create more content.
Although it is a challenge to do and time consuming, Content Marketing
is gaining momentum and making a big impression in B2B and B2C markets.
More and more marketers are turning to Content Marketing because it works.
Don’t be a fool and get left behind, take the lead in creating killer content that
will help you acquire new customers, build brand advocates, improve loyalty,
ultimately increase your bottom line.
Remember, traditional marketing and advertising
is telling the world you are a leader in your domain.
Content Marketing is showing the world you are one.
73%
Of B2B
Marketers
say they are
producing
more Content
now than
one year ago