apidays Helsinki & North 2023
API Ecosystems - Connecting Physical and Digital
June 5 & 6, 2023
How can data-driven DevRel help identify gaps and enhance APIs?
Hemchander Sundaraveloo, Sr. Developer Advocate at Pipedrive
------
Check out our conferences at https://www.apidays.global/
Do you want to sponsor or talk at one of our conferences?
https://apidays.typeform.com/to/ILJeAaV8
Learn more on APIscene, the global media made by the community for the community:
https://www.apiscene.io
Explore the API ecosystem with the API Landscape:
https://apilandscape.apiscene.io/
APIs may have no intrinsic value, but they do bring enormous value to the business.
They do so through their backend data and the application functionality the interface enables.
The API allows systems with great organizational value to be reused.
Growth Hacking APIs: What role do APIs play in your growth strategy.
There’s been lots of buzz in the tech startup space about “growth hacking” – what is it? how is it related to development? how is it related to marketing?
At it’s core, growth hacking is about finding a strategy for growth within the parameters of scalability and replicability, driven by product and inspired by data. Growth hacking’s core is based in marketing but driven by product.
Once the definition is clear, the question then becomes: without a UI to lean on, how does one “growth hack” an API?
At last year’s Nordic API conference, Guillaume Balas from 3Scale presented several typologies of an API, namely API is the product, API projects the product, API promotes the product, and API powers the product.
This presentation will elaborate on and reframe those typologies in the context of marketing and growth hacking of an API. We will examine the circumstances where an API is actually a growth hack in of itself, and where it is in need of growth hacking in order to make the business model behind it succeed.
The presentation will use core concepts of strategic marketing – such as positioning, pricing, targeting, promotion, product and distribution – to create a framework for either growth hacking an API or developing an API as a key tactic in a growth strategy.
APIs may have no intrinsic value, but they do bring enormous value to the business.
They do so through their backend data and the application functionality the interface enables.
The API allows systems with great organizational value to be reused.
Growth Hacking APIs: What role do APIs play in your growth strategy.
There’s been lots of buzz in the tech startup space about “growth hacking” – what is it? how is it related to development? how is it related to marketing?
At it’s core, growth hacking is about finding a strategy for growth within the parameters of scalability and replicability, driven by product and inspired by data. Growth hacking’s core is based in marketing but driven by product.
Once the definition is clear, the question then becomes: without a UI to lean on, how does one “growth hack” an API?
At last year’s Nordic API conference, Guillaume Balas from 3Scale presented several typologies of an API, namely API is the product, API projects the product, API promotes the product, and API powers the product.
This presentation will elaborate on and reframe those typologies in the context of marketing and growth hacking of an API. We will examine the circumstances where an API is actually a growth hack in of itself, and where it is in need of growth hacking in order to make the business model behind it succeed.
The presentation will use core concepts of strategic marketing – such as positioning, pricing, targeting, promotion, product and distribution – to create a framework for either growth hacking an API or developing an API as a key tactic in a growth strategy.
apidays LIVE New York 2021 - Design-First: How to champion an API culture shi...apidays
apidays LIVE New York 2021 - API-driven Regulations for Finance, Insurance, and Healthcare
July 28 & 29, 2021
Design-First: How to champion an API culture shift
Anna Daugherty, Product Marketing Manager at Stoplight
APIs used to be a technical implementation detail reserved for developers and architects. In the Web age, APIs make more business sense than ever before. This presentation gives a ring side view of How to Craft Business Strategy around APIs.
Many organizations that embark on a journey to the cloud view their effort as an opportunity to transform their outdated operations and development practices. DevOps, Agile software development, and Design Thinking are the popular methodologies used today to successfully speed the delivery of new products and features and create a more customer-centric mindset. In this session, we break down the essential components of each method and provide tips on how to navigate common challenges when adopting these methods during a cloud migration.
The journey to the cloud is an opportunity to transform outdated operations and development practices. DevOps, Agile software development, and Design Thinking are some of the popular methodologies used today to successfully speed delivery of Approved products and features and create a more customer-centric mindset. In this session, we break down the essential components of these methods and share tips on navigating common challenges when adopting these methods during a cloud migration.
The slides provide a quick overview of the API Economy trend. The slides provide summary information, a list of trends to watch and links to additional resources
After understanding this market and the advantages of leveraging custom cloud
API development, businesses effectively integrate disparate IoT systems,
unlocking new data sources and building innovative applications that drive digital
transformation and growth. For more detail visit us: https://www.ficode.co.uk/api-integration
Hewlett Packard Enterprise View on Going Big with API Management - Applicatio...CA Technologies
Companies of every size have been disrupted by new business models, new digital devices and new forms of connectivity. But it is the largest enterprises that face the greatest challenges when it comes to integrating their vast legacy architectures with new systems of engagement and innovation that consumers now demand. In this session, Terry White, Fellow and Chief Technologist, Enterprise Services Applications and Business Services at Hewlett Packard Enterprise, will bring more than 30 years of perspective to a discussion on how critical APIs are as a catalyst for legacy application transformation and migration to the cloud. Terry will also cover the importance of being able to manage and secure those APIs to avoid massive service disruptions and security breaches.
For more information, please visit http://cainc.to/Nv2VOe
apidays Australia 2023 - API Strategy In The Era Of Generative AI,Shreshta Sh...apidays
apidays Australia 2023 - Platforms, Products, and People: The Power of APIs
October 11 & 12, 2023
https://www.apidays.global/australia/
API Strategy In The Era Of Generative AI
Shreshta Shyamsundar, Distinguished Technologist at Infosys
------
Check out our conferences at https://www.apidays.global/
Do you want to sponsor or talk at one of our conferences?
https://apidays.typeform.com/to/ILJeAaV8
Learn more on APIscene, the global media made by the community for the community:
https://www.apiscene.io
Explore the API ecosystem with the API Landscape:
https://apilandscape.apiscene.io/
Application Programming Interface Implementation For Building Software Applic...SlideTeam
An application programming interface API is a communication protocol between various parts of a computer program designed to simplify software implementation and maintenance. This presentation provides the slides related to API Development and their Implementation in relation to the long term goals of the business. This presentation helps to Analyze the new Application Program Interface and helping managers and users to understand technical architects The main objective of this presentation is to give the company a new API Interface so that the company can implement that on their business operations. It will help them to achieve their targets in less time consumption. This presentation includes various slides related to the implementation of the Application Programming Interface which are API Portal, Roles, and User-based API Management, API Implementation strategies, Time estimate to develop an API, Comparison with competitors and many more. This presentation also helps to identify the effects of old API and positive impacts on the companys financials after the successful implementation of the Application Programming Interface. In the end, it also covers the dashboards related to Application Programming Interface, which can be used by the customers according to their requirements. https://bit.ly/38mvIk0
Apidays Helsinki 2024 - Sustainable IT and API Performance - How to Bring The...apidays
Sustainable IT and API Performance - How to Bring Them Together
Merja Kajava, Founder - Aavista Oy
Apidays Helsinki & North 2024 - Connecting Physical and Digital: Sustainable APIs for the Era of AI, Super and Quantum Computing (May 28 and 29, 2024)
------
Check out our conferences at https://www.apidays.global/
Do you want to sponsor or talk at one of our conferences?
https://apidays.typeform.com/to/ILJeAaV8
Learn more on APIscene, the global media made by the community for the community:
https://www.apiscene.io
Explore the API ecosystem with the API Landscape:
https://apilandscape.apiscene.io/
Apidays Helsinki 2024 - APIs ahoy, the case of Customer Booking APIs in Finn...apidays
Keynote 1: APIs ahoy, the case of Customer Booking APIs in Finnlines and Grimaldi Lines, ShortSea
Vesa Vähämaa, Head of Group IT, Software at Finnlines Plc
Apidays Helsinki & North 2024 - Connecting Physical and Digital: Sustainable APIs for the Era of AI, Super and Quantum Computing (May 28 and 29, 2024)
------
Check out our conferences at https://www.apidays.global/
Do you want to sponsor or talk at one of our conferences?
https://apidays.typeform.com/to/ILJeAaV8
Learn more on APIscene, the global media made by the community for the community:
https://www.apiscene.io
Explore the API ecosystem with the API Landscape:
https://apilandscape.apiscene.io/
More Related Content
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apidays LIVE New York 2021 - Design-First: How to champion an API culture shi...apidays
apidays LIVE New York 2021 - API-driven Regulations for Finance, Insurance, and Healthcare
July 28 & 29, 2021
Design-First: How to champion an API culture shift
Anna Daugherty, Product Marketing Manager at Stoplight
APIs used to be a technical implementation detail reserved for developers and architects. In the Web age, APIs make more business sense than ever before. This presentation gives a ring side view of How to Craft Business Strategy around APIs.
Many organizations that embark on a journey to the cloud view their effort as an opportunity to transform their outdated operations and development practices. DevOps, Agile software development, and Design Thinking are the popular methodologies used today to successfully speed the delivery of new products and features and create a more customer-centric mindset. In this session, we break down the essential components of each method and provide tips on how to navigate common challenges when adopting these methods during a cloud migration.
The journey to the cloud is an opportunity to transform outdated operations and development practices. DevOps, Agile software development, and Design Thinking are some of the popular methodologies used today to successfully speed delivery of Approved products and features and create a more customer-centric mindset. In this session, we break down the essential components of these methods and share tips on navigating common challenges when adopting these methods during a cloud migration.
The slides provide a quick overview of the API Economy trend. The slides provide summary information, a list of trends to watch and links to additional resources
After understanding this market and the advantages of leveraging custom cloud
API development, businesses effectively integrate disparate IoT systems,
unlocking new data sources and building innovative applications that drive digital
transformation and growth. For more detail visit us: https://www.ficode.co.uk/api-integration
Hewlett Packard Enterprise View on Going Big with API Management - Applicatio...CA Technologies
Companies of every size have been disrupted by new business models, new digital devices and new forms of connectivity. But it is the largest enterprises that face the greatest challenges when it comes to integrating their vast legacy architectures with new systems of engagement and innovation that consumers now demand. In this session, Terry White, Fellow and Chief Technologist, Enterprise Services Applications and Business Services at Hewlett Packard Enterprise, will bring more than 30 years of perspective to a discussion on how critical APIs are as a catalyst for legacy application transformation and migration to the cloud. Terry will also cover the importance of being able to manage and secure those APIs to avoid massive service disruptions and security breaches.
For more information, please visit http://cainc.to/Nv2VOe
apidays Australia 2023 - API Strategy In The Era Of Generative AI,Shreshta Sh...apidays
apidays Australia 2023 - Platforms, Products, and People: The Power of APIs
October 11 & 12, 2023
https://www.apidays.global/australia/
API Strategy In The Era Of Generative AI
Shreshta Shyamsundar, Distinguished Technologist at Infosys
------
Check out our conferences at https://www.apidays.global/
Do you want to sponsor or talk at one of our conferences?
https://apidays.typeform.com/to/ILJeAaV8
Learn more on APIscene, the global media made by the community for the community:
https://www.apiscene.io
Explore the API ecosystem with the API Landscape:
https://apilandscape.apiscene.io/
Application Programming Interface Implementation For Building Software Applic...SlideTeam
An application programming interface API is a communication protocol between various parts of a computer program designed to simplify software implementation and maintenance. This presentation provides the slides related to API Development and their Implementation in relation to the long term goals of the business. This presentation helps to Analyze the new Application Program Interface and helping managers and users to understand technical architects The main objective of this presentation is to give the company a new API Interface so that the company can implement that on their business operations. It will help them to achieve their targets in less time consumption. This presentation includes various slides related to the implementation of the Application Programming Interface which are API Portal, Roles, and User-based API Management, API Implementation strategies, Time estimate to develop an API, Comparison with competitors and many more. This presentation also helps to identify the effects of old API and positive impacts on the companys financials after the successful implementation of the Application Programming Interface. In the end, it also covers the dashboards related to Application Programming Interface, which can be used by the customers according to their requirements. https://bit.ly/38mvIk0
Apidays Helsinki 2024 - Sustainable IT and API Performance - How to Bring The...apidays
Sustainable IT and API Performance - How to Bring Them Together
Merja Kajava, Founder - Aavista Oy
Apidays Helsinki & North 2024 - Connecting Physical and Digital: Sustainable APIs for the Era of AI, Super and Quantum Computing (May 28 and 29, 2024)
------
Check out our conferences at https://www.apidays.global/
Do you want to sponsor or talk at one of our conferences?
https://apidays.typeform.com/to/ILJeAaV8
Learn more on APIscene, the global media made by the community for the community:
https://www.apiscene.io
Explore the API ecosystem with the API Landscape:
https://apilandscape.apiscene.io/
Apidays Helsinki 2024 - APIs ahoy, the case of Customer Booking APIs in Finn...apidays
Keynote 1: APIs ahoy, the case of Customer Booking APIs in Finnlines and Grimaldi Lines, ShortSea
Vesa Vähämaa, Head of Group IT, Software at Finnlines Plc
Apidays Helsinki & North 2024 - Connecting Physical and Digital: Sustainable APIs for the Era of AI, Super and Quantum Computing (May 28 and 29, 2024)
------
Check out our conferences at https://www.apidays.global/
Do you want to sponsor or talk at one of our conferences?
https://apidays.typeform.com/to/ILJeAaV8
Learn more on APIscene, the global media made by the community for the community:
https://www.apiscene.io
Explore the API ecosystem with the API Landscape:
https://apilandscape.apiscene.io/
Apidays Helsinki 2024 - From Chaos to Calm- Navigating Emerging API Security...apidays
From Chaos to Calm: Navigating Emerging API Security Challenges
Eli Arkush, Principal Solutions Engineer, API Security at Akamai
Apidays Helsinki & North 2024 - Connecting Physical and Digital: Sustainable APIs for the Era of AI, Super and Quantum Computing (May 28 and 29, 2024)
------
Check out our conferences at https://www.apidays.global/
Do you want to sponsor or talk at one of our conferences?
https://apidays.typeform.com/to/ILJeAaV8
Learn more on APIscene, the global media made by the community for the community:
https://www.apiscene.io
Explore the API ecosystem with the API Landscape:
https://apilandscape.apiscene.io/
Apidays Helsinki 2024 - What is next now that your organization created a (si...apidays
What is next now that your organization created a (significant) set of APIs?
Rogier van Boxtel, Director, Pre Sales Consulting - Axway
Apidays Helsinki & North 2024 - Connecting Physical and Digital: Sustainable APIs for the Era of AI, Super and Quantum Computing (May 28 and 29, 2024)
------
Check out our conferences at https://www.apidays.global/
Do you want to sponsor or talk at one of our conferences?
https://apidays.typeform.com/to/ILJeAaV8
Learn more on APIscene, the global media made by the community for the community:
https://www.apiscene.io
Explore the API ecosystem with the API Landscape:
https://apilandscape.apiscene.io/
Apidays Helsinki 2024 - There’s no AI without API, but what does this mean fo...apidays
There’s no AI without API, but what does this mean for Security?
Timo Rüppell, VP of Product - FireTail.io
Apidays Helsinki & North 2024 - Connecting Physical and Digital: Sustainable APIs for the Era of AI, Super and Quantum Computing (May 28 and 29, 2024)
------
Check out our conferences at https://www.apidays.global/
Do you want to sponsor or talk at one of our conferences?
https://apidays.typeform.com/to/ILJeAaV8
Learn more on APIscene, the global media made by the community for the community:
https://www.apiscene.io
Explore the API ecosystem with the API Landscape:
https://apilandscape.apiscene.io/
Apidays Helsinki 2024 - Security Vulnerabilities in your APIs by Lukáš Ďurovs...apidays
Security Vulnerabilities in your APIs
Lukáš Ďurovský, Staff Software Engineer at Thermo Fisher Scientific
Apidays Helsinki & North 2024 - Connecting Physical and Digital: Sustainable APIs for the Era of AI, Super and Quantum Computing (May 28 and 29, 2024)
------
Check out our conferences at https://www.apidays.global/
Do you want to sponsor or talk at one of our conferences?
https://apidays.typeform.com/to/ILJeAaV8
Learn more on APIscene, the global media made by the community for the community:
https://www.apiscene.io
Explore the API ecosystem with the API Landscape:
https://apilandscape.apiscene.io/
Apidays Helsinki 2024 - Data, API’s and Banks, with AI on top by Sergio Giral...apidays
Data, API’s and Banks, with AI on top
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Apidays Helsinki & North 2024 - Connecting Physical and Digital: Sustainable APIs for the Era of AI, Super and Quantum Computing (May 28 and 29, 2024)
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Check out our conferences at https://www.apidays.global/
Do you want to sponsor or talk at one of our conferences?
https://apidays.typeform.com/to/ILJeAaV8
Learn more on APIscene, the global media made by the community for the community:
https://www.apiscene.io
Explore the API ecosystem with the API Landscape:
https://apilandscape.apiscene.io/
Apidays Helsinki 2024 - Data Ecosystems Driving the Green Transition by Olli ...apidays
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Apidays Helsinki & North 2024 - Connecting Physical and Digital: Sustainable APIs for the Era of AI, Super and Quantum Computing (May 28 and 29, 2024)
------
Check out our conferences at https://www.apidays.global/
Do you want to sponsor or talk at one of our conferences?
https://apidays.typeform.com/to/ILJeAaV8
Learn more on APIscene, the global media made by the community for the community:
https://www.apiscene.io
Explore the API ecosystem with the API Landscape:
https://apilandscape.apiscene.io/
Apidays Helsinki 2024 - Bridging the Gap Between Backend and Frontend API Tes...apidays
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Apidays Helsinki & North 2024 - Connecting Physical and Digital: Sustainable APIs for the Era of AI, Super and Quantum Computing (May 28 and 29, 2024)
------
Check out our conferences at https://www.apidays.global/
Do you want to sponsor or talk at one of our conferences?
https://apidays.typeform.com/to/ILJeAaV8
Learn more on APIscene, the global media made by the community for the community:
https://www.apiscene.io
Explore the API ecosystem with the API Landscape:
https://apilandscape.apiscene.io/
Apidays Helsinki 2024 - API Compliance by Design by Marjukka Niinioja, Osaangoapidays
API Compliance by Design
Marjukka Niinioja, APItalista & Founding Partner - Osaango
Apidays Helsinki & North 2024 - Connecting Physical and Digital: Sustainable APIs for the Era of AI, Super and Quantum Computing (May 28 and 29, 2024)
------
Check out our conferences at https://www.apidays.global/
Do you want to sponsor or talk at one of our conferences?
https://apidays.typeform.com/to/ILJeAaV8
Learn more on APIscene, the global media made by the community for the community:
https://www.apiscene.io
Explore the API ecosystem with the API Landscape:
https://apilandscape.apiscene.io/
Apidays Helsinki 2024 - ABLOY goes API economy – Transformation story by Hann...apidays
ABLOY goes API economy – Transformation story
Hanna Sillanpää Head of Digital Solutions PU - Abloy
Apidays Helsinki & North 2024 - Connecting Physical and Digital: Sustainable APIs for the Era of AI, Super and Quantum Computing (May 28 and 29, 2024)
------
Check out our conferences at https://www.apidays.global/
Do you want to sponsor or talk at one of our conferences?
https://apidays.typeform.com/to/ILJeAaV8
Learn more on APIscene, the global media made by the community for the community:
https://www.apiscene.io
Explore the API ecosystem with the API Landscape:
https://apilandscape.apiscene.io/
Apidays New York 2024 - The subtle art of API rate limiting by Josh Twist, Zuploapidays
The subtle art of API rate limiting
Josh Twist, Co-founder & CEO at Zuplo
Apidays New York 2024: The API Economy in the AI Era (April 30 & May 1, 2024)
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Check out our conferences at https://www.apidays.global/
Do you want to sponsor or talk at one of our conferences?
https://apidays.typeform.com/to/ILJeAaV8
Learn more on APIscene, the global media made by the community for the community:
https://www.apiscene.io
Explore the API ecosystem with the API Landscape:
https://apilandscape.apiscene.io/
Apidays New York 2024 - RESTful API Patterns and Practices by Mike Amundsen, ...apidays
ESTful API Patterns and Practices
Mike Amundsen, Author of "Design and Build Great APIs", API Strategist & Advisor at amundsen.com, Inc.
Apidays New York 2024: The API Economy in the AI Era (April 30 & May 1, 2024)
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Check out our conferences at https://www.apidays.global/
Do you want to sponsor or talk at one of our conferences?
https://apidays.typeform.com/to/ILJeAaV8
Learn more on APIscene, the global media made by the community for the community:
https://www.apiscene.io
Explore the API ecosystem with the API Landscape:
https://apilandscape.apiscene.io/
Apidays New York 2024 - Putting AI into API Security by Corey Ball, Moss Adamsapidays
Putting AI into API Security
Corey Ball, Author and Sr. Manager Pentest at Moss Adams
Apidays New York 2024: The API Economy in the AI Era (April 30 & May 1, 2024)
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Check out our conferences at https://www.apidays.global/
Do you want to sponsor or talk at one of our conferences?
https://apidays.typeform.com/to/ILJeAaV8
Learn more on APIscene, the global media made by the community for the community:
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Explore the API ecosystem with the API Landscape:
https://apilandscape.apiscene.io/
Apidays New York 2024 - Prototype-first - A modern API development workflow b...apidays
Prototype-first - A modern API development workflow
Tom Akehurst, CTO and Co-Founder at WireMock
Apidays New York 2024: The API Economy in the AI Era (April 30 & May 1, 2024)
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Check out our conferences at https://www.apidays.global/
Do you want to sponsor or talk at one of our conferences?
https://apidays.typeform.com/to/ILJeAaV8
Learn more on APIscene, the global media made by the community for the community:
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Explore the API ecosystem with the API Landscape:
https://apilandscape.apiscene.io/
Apidays New York 2024 - Post-Quantum API Security by Francois Lascelles, Broa...apidays
Post-Quantum API Security: Preparing your APIs for Q-day
Francois Lascelles, Distinguished Engineer at Broadcom and CTO at Layer7
Apidays New York 2024: The API Economy in the AI Era (April 30 & May 1, 2024)
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Check out our conferences at https://www.apidays.global/
Do you want to sponsor or talk at one of our conferences?
https://apidays.typeform.com/to/ILJeAaV8
Learn more on APIscene, the global media made by the community for the community:
https://www.apiscene.io
Explore the API ecosystem with the API Landscape:
https://apilandscape.apiscene.io/
Apidays New York 2024 - Increase your productivity with no-code GraphQL mocki...apidays
Increase your productivity with no-code GraphQL mocking
Hugo Guerrero, Chief Software Architect, APIs & Integration Developer Advocate at Red Hat
Apidays New York 2024: The API Economy in the AI Era (April 30 & May 1, 2024)
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Check out our conferences at https://www.apidays.global/
Do you want to sponsor or talk at one of our conferences?
https://apidays.typeform.com/to/ILJeAaV8
Learn more on APIscene, the global media made by the community for the community:
https://www.apiscene.io
Explore the API ecosystem with the API Landscape:
https://apilandscape.apiscene.io/
Apidays New York 2024 - Driving API & EDA Success by Marcelo Caponi, Danoneapidays
Driving API & EDA Success: Comparing CoE & C4E Models for Organizational Enablement
Marcelo Caponi, Global Product Manager - API & Integration at Danone
Apidays New York 2024: The API Economy in the AI Era (April 30 & May 1, 2024)
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Check out our conferences at https://www.apidays.global/
Do you want to sponsor or talk at one of our conferences?
https://apidays.typeform.com/to/ILJeAaV8
Learn more on APIscene, the global media made by the community for the community:
https://www.apiscene.io
Explore the API ecosystem with the API Landscape:
https://apilandscape.apiscene.io/
Apidays New York 2024 - Build a terrible API for people you hate by Jim Benne...apidays
Build a terrible API for people you hate
Jim Bennett, Principal Developer Advocate at liblab
Apidays New York 2024: The API Economy in the AI Era (April 30 & May 1, 2024)
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Check out our conferences at https://www.apidays.global/
Do you want to sponsor or talk at one of our conferences?
https://apidays.typeform.com/to/ILJeAaV8
Learn more on APIscene, the global media made by the community for the community:
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Explore the API ecosystem with the API Landscape:
https://apilandscape.apiscene.io/
Apidays New York 2024 - API Secret Tokens Exposed by Tristan Kalos and Antoin...apidays
API Secret Tokens Exposed: Insights from Analyzing 1 Million Domains
Tristan Kalos, Co-founder and CEO at Escape
Antoine Carossio, Co-Founder & CTO at Escape
Apidays New York 2024: The API Economy in the AI Era (April 30 & May 1, 2024)
------
Check out our conferences at https://www.apidays.global/
Do you want to sponsor or talk at one of our conferences?
https://apidays.typeform.com/to/ILJeAaV8
Learn more on APIscene, the global media made by the community for the community:
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Explore the API ecosystem with the API Landscape:
https://apilandscape.apiscene.io/
Enhanced Enterprise Intelligence with your personal AI Data Copilot.pdfGetInData
Recently we have observed the rise of open-source Large Language Models (LLMs) that are community-driven or developed by the AI market leaders, such as Meta (Llama3), Databricks (DBRX) and Snowflake (Arctic). On the other hand, there is a growth in interest in specialized, carefully fine-tuned yet relatively small models that can efficiently assist programmers in day-to-day tasks. Finally, Retrieval-Augmented Generation (RAG) architectures have gained a lot of traction as the preferred approach for LLMs context and prompt augmentation for building conversational SQL data copilots, code copilots and chatbots.
In this presentation, we will show how we built upon these three concepts a robust Data Copilot that can help to democratize access to company data assets and boost performance of everyone working with data platforms.
Why do we need yet another (open-source ) Copilot?
How can we build one?
Architecture and evaluation
Learn SQL from basic queries to Advance queriesmanishkhaire30
Dive into the world of data analysis with our comprehensive guide on mastering SQL! This presentation offers a practical approach to learning SQL, focusing on real-world applications and hands-on practice. Whether you're a beginner or looking to sharpen your skills, this guide provides the tools you need to extract, analyze, and interpret data effectively.
Key Highlights:
Foundations of SQL: Understand the basics of SQL, including data retrieval, filtering, and aggregation.
Advanced Queries: Learn to craft complex queries to uncover deep insights from your data.
Data Trends and Patterns: Discover how to identify and interpret trends and patterns in your datasets.
Practical Examples: Follow step-by-step examples to apply SQL techniques in real-world scenarios.
Actionable Insights: Gain the skills to derive actionable insights that drive informed decision-making.
Join us on this journey to enhance your data analysis capabilities and unlock the full potential of SQL. Perfect for data enthusiasts, analysts, and anyone eager to harness the power of data!
#DataAnalysis #SQL #LearningSQL #DataInsights #DataScience #Analytics
Chatty Kathy - UNC Bootcamp Final Project Presentation - Final Version - 5.23...John Andrews
SlideShare Description for "Chatty Kathy - UNC Bootcamp Final Project Presentation"
Title: Chatty Kathy: Enhancing Physical Activity Among Older Adults
Description:
Discover how Chatty Kathy, an innovative project developed at the UNC Bootcamp, aims to tackle the challenge of low physical activity among older adults. Our AI-driven solution uses peer interaction to boost and sustain exercise levels, significantly improving health outcomes. This presentation covers our problem statement, the rationale behind Chatty Kathy, synthetic data and persona creation, model performance metrics, a visual demonstration of the project, and potential future developments. Join us for an insightful Q&A session to explore the potential of this groundbreaking project.
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1. Performance of sequential execution based vs OpenMP based vector multiply.
2. Comparing various launch configs for CUDA based vector multiply.
Sum with different storage types (reduce)
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Sum with different modes (reduce)
1. Performance of sequential execution based vs OpenMP based vector element sum.
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4. Comparing various launch configs for CUDA based vector element sum (in-place).
Sum with in-place strategies of CUDA mode (reduce)
1. Comparing various launch configs for CUDA based vector element sum (in-place).
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apidays Helsinki & North 2023 - How can data-driven DevRel help identify gaps and enhance APIs?, Hemchander Sundaraveloo, Pipedrive
1. Hemchander S
Sr. Developer Advocate
Pipedrive
How can data-driven
DevRel help identify gaps
and enhance APIs?
2.
3. Pipedrive - a CRM platform to grow your business
The first Customer Relationship Management tool designed by salespeople, for salespeople.
Learn more on our website!
5. Ecosystem Flywheel
Integrate, reach and expand
More Builders
Partners, ISVs, Developers
More Apps
Integrations that solve product
gaps & add value.
More Customers
High stickiness to the Product.
Better lifetime value.
7. The Challenge
🤩 Users have adopted the API over the years.
Product First development
vs.
API First
API developed on the go
and ad-hoc from Product
😀 Key integrations are built generating value for customers.
😐 Unclear API functionality needs for Ecosystem users.
😶 Is API cost or profit for the company?
8. Understanding that
gaps exists
Building a shared
understanding
Technical
impact mapping
Add business impact
Double dimensional
analysis
Formulating the
API impact grid
Seeing the full
picture: Bringing
visibility to APIs as
a product
Overview: How did we tackle it?
Mapping
improvements
and next steps
9. Making the invisible
APIs, being somewhat invisible products with a massive user base,
play a crucial role in the success of businesses and ecosystems.
10. Usage
Over 50 billion API calls
in total from integrations.
APIs
245 API endpoints in total
spread across over 35 API
resources.
Apps
Around 440+ public apps
across 15 different categories
in Pipedrive Marketplace.
Let’s imagine!
So…what if 1 API request = 1 cricket ball?
11. The Scale
50 Billion ≅ We could fill the Great
Pyramid of Giza 5x over – and still
have balls to spare.
Activities
API
Contacts
API
Deals
API
12. The Scale
50 Billion ≅ We could fill the Great
Pyramid of Giza 5x over – and still
have balls to spare.
Activities
API
13. At least 73% of the 100 largest
SaaS companies offer an in-app
marketplace to customers built on
top of such APIs.
'Product Integrations and APIs at 400 SaaS Companies' Report[1]
Pandium, 2020
15. Lack of data was not
the real challenge
Surprise, surprise
Not everybody interprets the value of APIs the same way.
��
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Some practical challenges
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Cost and revenue motives of teams play an important role.
Data accessibility can be easily overlooked.
*The API
*Infra
*Product
*Engineering
*Sales
*DevRel
16. Lack of shared understanding &
recognition of APIs as a product
Clash of cost vs revenue
initiatives
19. Focusing solely on technical or business perspectives
when examining APIs may not provide
comprehensive insights.
Looking at just one
dimension?
Might only reveal a partial view, making it difficult to
assess the entire API.
For instance…
20. Let's take the case of
forums Contact Forms
Email
PHP cURL
API Token
Rate Limit
Deals API
Moderation
SDK / Tooling
App UI
Custom Fields
*The graph represents topic clusters derived from
the top 1000 discussions in the Pipedrive
Developer Community.
Friction around endpoints and features
Technical gaps and feature requests
Developer experience around tooling
Easy to assess
The business impact of such gaps.
Customer and partner pain points
Areas of improvement with the best ROI
Hard to assess
21. Double it and give it to the next
person.
Random Tik Tok wisdom
(Ofc, I am kidding, but it does work)
23. Ways to incorporate the business aspect
Identifying core action your users
need to do (jobs)
Understanding the processes
they follow
Examining customer journeys Analyzing the use cases they aim
to solve
24. High-level insights
Mid-level classifications
Low-level data
👥Issues around Custom Fields (forum)
🔧Workarounds by apps to store data (app reviews)
🔴Rate-limit and performance issue with overloaded
endpoints (api consumption)
Friction around storing
structured information
Lead scoring
Activity tracking
Automation
Painting the complete picture
Let's combine technical with the business
25. Low-level
Frictions and gaps manifest
as issues, discussions or bad
app reviews, etc. They also
surface in quantitative data
which indicates an area for
improvement.
Mid-level
Groupings and patterns that
show up in the data sources
when looked at collectively.
These patterns can originate
from both qualitative and
quantitative data sources.
High-level
Talks about the functionality
provided by the product /
needed by the customer.
Another example
Let's combine technical with the business
High-level insights
Mid-level classifications
Low-level data
📣Pagination related issues (forum)
🚚Issues around filtering, batch creation, import
(GitHub issues, API errors)
🔴Frequent 429 error code alerts for specific API
resources (API consumption)
Users struggle with
bulk data-operations
Lead
generation
Contact
segmentation
3rd party data sync
26. Meet the API Impact Grid
Let’s combine both worlds using a 'linchpin'.
28. Apps = Linchpins
Bringing everything together
Apps connect low-level data with high-level insights.
They exist to solve business problems via APIs.
Studying apps based on the API footprint unlocks these
insights, identifies gaps.
29. Building the API Impact grid
1 Data gathering
2 Assessing DevX, friction
4 Figuring out the linchpin
5 Building the associations
3 Business area identification 6 Synthesis
31. Assess the DevX and friction
Connecting the low-level with high-level
By examining qualitative data sources related to API endpoints,
we gain insight into the level of friction associated with each
endpoint.
This, when combined with quantitative sources, helps us
identify existing technical gaps in our APIs.
Make sure to have a common classification taxonomy across
your qualitative data sources. Could be as simple as these 3:
● API resource
● Sub-area (aligned with API design principles)
● Feedback type (friction / gap)
32. Business areas x Apps
Offer customer / partner perspective
The ultimate success for both product and
DevRel teams lies in initiatives that not
only address technical challenges but also
effectively solve business problems.
Since apps act as linchpins, selecting a
handful of representative apps that
correspond to a business area is a great
way to start making these associations.
33. APIs that fit the business need are
crucial to partners and ecosystems.
It’s the first and foremost need from
API publishers.
State of API Integration Report[2]
Cloud Elements, 2021
38. Connecting the 'API' dots
Insights
Combines the technical and business
aspects into a unified view. Can be
used to identify gaps and areas of
improvement.
Linchpins
Apps act as a combiner since
they exist to solve the business
challenges while also making
use of technical features.
API usage / data
Data sources pertaining to
endpoints and their usage act
as the low-level foundation.
39. The Impact Grid
1 Associate
Impact grid shows API endpoints'
relevance to technical & business
areas.
2 Assess
Grid analysis helps assess current
API usage state.
3 Action 🎬
Analysis identifies areas needing
attention and improvement.
42. Developer tooling
Pipedrive API restructuring &
improved Postman collection
resulting in 10x adoption.
Interactive code tutorials
Use-case specific tutorials
tailored to address common
friction points & to attract
ISVs.
Change management
Stricter checks, better API change
planning & rollouts.
Code / developer tooling
Seamless interaction with the API,
Simplifying integrating, and boosting
developer productivity.
Content
Enhancing documentation for better
API understanding and utilization.
Self-serve at scale.
Clear API Lifecycle
Minimize disruption for API
consumers. Less breaking
changes.
Solid understanding of the API influences the DevRel strategy
Developer Relations perspective
Enhancing the APIs
43. Product ←> API Parity
Targeted improvements for
essential API resources are
implemented, with the addition of
endpoints enhancing functionality
and coverage.
API Design Guidelines
Direct input to internal
guidelines - bringings
uniformity and predictability
Reliable endpoints
Business-critical endpoints are
monitored, adhere to SLAs and have
very minimal downtime.
API Packaging
Empowering App builders to
effectively fill product gaps and
monetize on top of that.
API Design
Ensuring an intuitive and
well-structured API that follows
industry best practices.
API Performance
Better response times with low
latency. Less resource intensive
endpoints.
Fostering enhancements in crucial API product areas
Product Perspective
Enhancing the APIs
46. Understanding that
gaps exist
Building a shared
understanding
Technical
impact mapping
Add business impact
Double dimensional
analysis
Formulating the
API impact grid
Seeing the full
picture: Bringing
visibility to APIs as
a product
Quick Recap
Mapping
improvements
and next steps
47. Employ data analysis to uncover ecosystem users' needs and detect API product gaps.
Key takeaways
Catalogue all data, ensuring universal accessibility for comprehensive understanding.
Identify your ecosystem's linchpin - for us, apps bridged technical and business perspectives.
Incorporate a business perspective in your analysis; the API Impact Grid aids this approach.
Engage with teams to grasp their cost/revenue objectives; iteratively improve the API.
API Grid Template