Integrating Football Player Insights and Statistics into Web Applications
Improve your football app with rich player overviews: profiles, market value, rumors, transfers, and performance insights.
To be competitive in the sport analytics world, player data is necessary to have. When we talk about player overview, we mean measurable performance indicators that tell the story of a player's contributions or present a potential player's future or past career turning points. These performance indicators can vary from stats such as goals scored, assists, minutes played, shot accuracy, yellow/red cards received to transfer history, market valuations and even sentiment from news coverage.
Here are a few ways companies and projects can leverage player data:
- Performance Analysis: Break down how a player performs over time or in different competitions, spotting trends in form, fitness, and adaptability.
- Scouting & Recruitment: Identify rising talent by tracking stats like goal contributions, work rate, or defensive actions across leagues.
- Fan Engagement: Create interactive tools where fans explore player histories, career highs, and memorable matches.
- Predictive Analytics: Build models that forecast player market value changes, transfer likelihood, or injury risk based on historical patterns.
Highlightly has recently opened up its player endpoints, giving developers access to structured player overview data that can be easily integrated into apps and platforms. Let's take a look at what data is available.
Player summary
When two teams face each other, the match involves both the starting XI and the substitutes waiting on the bench. With the new player-related endpoints, developers can now query detailed data for every player. One of the most important of these is the player summary endpoint, which provides a snapshot of a player’s profile and career. Let’s take a closer look.
Player profile
Provides a summary of a football player's personal and professional profile. It includes key details such as current club affiliation, contract timelines, physical attributes (height, preferred foot), biographical data (name, birthdate, birthplace, citizenship), and playing positions. The data reflects both the player's current career status and positional versatility, offering a higher level overview which is useful for scouting, analysis, or profile display.
Player rumors
Player rumors data provides an overview of a football player's transfer rumors. It distinguishes between current and historical speculation. Each entry includes the date the rumors emerged and, when available, a transfer probability indicating the estimated likelihood of the move. This data helps track the player's visibility and perceived value in the transfer market over time.
Player related news
Contains a list of news articles related to a football player, offering a historical record of media coverage. Each entry includes the article's title, publication date, and a link to the full content. The topics span various aspects of the player's career and broader football developments, including transfer moves, international appearances, squad analysis, and club strategies. This data helps illustrate the player's visibility in the media and contextualizes their role within the sport over time.
Player transfers
Outlines the complete transfer history of a football player, detailing their movement between clubs over the course of their career. Each entry includes the destination and origin clubs, the type of transfer (such as transfer, loan, or end of loan), the season in which the move occurred, the player's market value at the time, and the transfer fee. Player transfer history provides us with a comprehensive view of the players mobility, market trajectory, and contractual developments across multiple leagues and stages of their career.
Player market value
Presents a chronological record of a football players market value over time. Each entry includes the recorded date, market value, players club at the time, age, and currency. This data allows analyzing value trends throughout the players career, reflecting factors such as performance, injuries, transfers, and broader market conditions. It is useful for scouting, valuation modelling, and historical comparisons.
Player statistics and aggregations
When one is discussing the players performance, club or competition level metrics are the most valuable source. At the time of writing this article, Highlightly supports competition and club level aggregations. Below is the list of supported statistics:
- Goals: Number of goals scored by the player.
- Assists: Number of assists provided by the player.
- Own goals: Number of goals accidentally scored against the player's own team.
- Red cards: Number of direct red cards received.
- Clean sheets: Number of matches where no goals were conceded (mostly relevant for goalkeepers).
- Games played: Total number of matches the player appeared in.
- Yellow cards: Number of yellow cards received.
- Second yellow cards: Number of second yellow cards leading to a red card.
- Goals conceded: Number of goals the team conceded while the player was on the pitch (mainly for goalkeepers).
- Minutes played: Total number of minutes the player was on the field.
- Substituted in: Number of times the player came on as a substitute.
- Substituted out: Number of times the player was substituted off.
- Penalties scored: Number of penalty goals scored.
Now that we have a clear idea of the available data, let’s dive into the technical overview and explore some practical examples.
Technical overview
Highlightly currently exposes three main player routes:
-
/football/players: Retrieve a list of supported players. -
/football/players/{playerId}: Get general data for a specific player. -
/football/players/{playerId}/statistics: Access aggregated statistics at the club and competition level.
To retrieve player data, you can either get player IDs via the lineups endpoint or query the full player list directly.
When using the
/football/players endpoint, keep in
mind that the data is paginated. You may need to make multiple HTTP
GET requests, incrementing the
offset query parameter by
1000 with each request, to fetch the complete dataset.
Alternatively, you can use the
name query parameter to filter
players selectively. This performs a fuzzy search operation under the
hood, matching results against a relevance threshold to return
accurate and relevant player data.
For example, querying for Sergio Ramos would look like this:
{
"data": [
{
"id": 118972,
"logo": null,
"name": "Sergio Ramos",
"fullName": "Sergio Ramos García"
},
{
"id": 57729119,
"logo": null,
"name": "Sérgio",
"fullName": "Sérgio Mendonça Siqueira Filho"
},
{
"id": 22938307,
"logo": null,
"name": "Serginho",
"fullName": "Sérgio Filipe Ramos Silva"
}
],
"plan": {
"tier": "MEGA",
"message": "All data available with current plan."
},
"pagination": {
"totalCount": 3,
"offset": 0,
"limit": 1000
}
}
Once we have the player ID, making additional queries becomes
straightforward. Let’s continue working with Sergio Ramos. To retrieve
his player summary data, we can send a GET request to
https://sports.highlightly.net/football/players/118972.
Below is the response returned by this endpoint:
[
{
"id": 118972,
"logo": null,
"name": "Sergio Ramos",
"fullName": "Sergio Ramos García",
"profile": {
"club": {
"current": "CF Monterrey",
"joinedAt": "06.02.2025",
"contractExpiry": "31.12.2025",
"latestContractExtension": null
},
"foot": "right",
"height": "1,84 m",
"fullName": "Sergio Ramos",
"position": {
"main": "Centre-Back",
"secondary": "Right-Back"
},
"birthDate": "30.03.1986",
"deathDate": null,
"birthPlace": "Camas",
"citizenship": "Spain"
},
"rumours": {
"current": [],
"historical": [
{
"club": "Al-Hilal SFC",
"rumourDate": "Apr 11, 2023",
"transferProbability": "N/A"
},
{
"club": "Sevilla FC",
"rumourDate": "Jan 6, 2023",
"transferProbability": "N/A"
},
{
"club": "Al-Nassr FC",
"rumourDate": "Dec 30, 2022",
"transferProbability": "N/A"
},
{
"club": "Paris Saint-Germain",
"rumourDate": "May 25, 2019",
"transferProbability": "N/A"
},
{
"club": "CF Monterrey",
"rumourDate": "Feb 8, 2025",
"transferProbability": "N/A"
},
{
"club": "AEK Athens",
"rumourDate": "Sep 22, 2024",
"transferProbability": "N/A"
},
{
"club": "San Diego FC",
"rumourDate": "May 14, 2024",
"transferProbability": "N/A"
},
{
"club": "San Diego FC",
"rumourDate": "May 13, 2024",
"transferProbability": "N/A"
},
{
"club": "Sevilla FC",
"rumourDate": "Sep 4, 2023",
"transferProbability": "N/A"
},
{
"club": "Besiktas JK",
"rumourDate": "Sep 3, 2023",
"transferProbability": "N/A"
},
{
"club": "Al-Ittihad Club",
"rumourDate": "Sep 3, 2023",
"transferProbability": "N/A"
},
{
"club": "Al-Ahli SFC",
"rumourDate": "Aug 14, 2023",
"transferProbability": "N/A"
},
{
"club": "CF América",
"rumourDate": "Aug 13, 2023",
"transferProbability": "N/A"
},
{
"club": "Al-Nassr FC",
"rumourDate": "Jul 9, 2023",
"transferProbability": "N/A"
},
{
"club": "CR Flamengo",
"rumourDate": "Jul 13, 2023",
"transferProbability": "N/A"
},
{
"club": "Inter Miami CF",
"rumourDate": "Jul 3, 2023",
"transferProbability": "N/A"
},
{
"club": "Inter Miami CF",
"rumourDate": "Jul 3, 2023",
"transferProbability": "N/A"
},
{
"club": "Al-Ahli SFC",
"rumourDate": "Jun 15, 2023",
"transferProbability": "N/A"
},
{
"club": "Al-Ittihad Club",
"rumourDate": "Jun 12, 2023",
"transferProbability": "N/A"
}
]
},
"relatedNews": [
{
"url": "https://www.transfermarkt.com/-quot-this-chapter-is-over-quot-five-potential-cristiano-ronaldo-transfer-destinations-after-al-nassr/view/news/454492",
"date": "May 27, 2025",
"title": "\"This chapter is over\" - Five potential Cristiano Ronaldo transfer destinations after Al-Nassr"
},
{
"url": "https://www.transfermarkt.com/no-cristiano-ronaldo-in-the-xi-the-players-with-the-most-games-played-with-luka-modric/view/news/454327",
"date": "May 24, 2025",
"title": "No Cristiano Ronaldo in the XI? The players with the most games played with Luka Modric"
},
{
"url": "https://www.transfermarkt.com/football-legend-david-beckham-turns-50-who-were-his-most-valuable-ever-teammates-/view/news/453293",
"date": "May 2, 2025",
"title": "Football legend David Beckham turns 50 - Who were his most valuable ever teammates?"
},
{
"url": "https://www.transfermarkt.com/throwback-to-2006-arsenal-amp-real-madrid-xis-when-gunners-knocked-spaniards-out-of-ucl/view/news/452235",
"date": "Apr 8, 2025",
"title": "Throwback to 2006 - Arsenal & Real Madrid XIs when Gunners knocked Spaniards out of UCL"
},
{
"url": "https://www.transfermarkt.com/liga-mx-market-values-giakoumakis-drops-from-1st-sergio-ramos-among-downgrades/view/news/451990",
"date": "Mar 31, 2025",
"title": "Liga MX market values: Giakoumakis drops from 1st - Sergio Ramos among downgrades"
},
{
"url": "https://www.transfermarkt.com/neymar-podolski-amp-co-which-players-have-made-most-international-caps-before-turning-24-/view/news/451356",
"date": "Mar 17, 2025",
"title": "Neymar, Podolski & Co - Which players have made most international caps before turning 24?"
},
{
"url": "https://www.transfermarkt.com/dominant-vancouver-whitecaps-held-by-monterrey-liga-mx-side-hold-tiebreaker/view/news/451004",
"date": "Mar 6, 2025",
"title": "Dominant Vancouver Whitecaps held by Monterrey - Liga MX side hold tiebreaker"
},
{
"url": "https://www.transfermarkt.com/ronaldo-2nd-ramos-8th-harry-kanes-incredible-penalty-scoring-run-makes-history/view/news/450124",
"date": "Feb 12, 2025",
"title": "Ronaldo 2nd, Ramos 8th - Harry Kane's incredible penalty scoring run makes history"
},
{
"url": "https://www.transfermarkt.com/pepe-marcelo-bale-amp-co-the-players-with-the-most-games-played-with-cristiano-ronaldo/view/news/435480",
"date": "Feb 5, 2025",
"title": "Pepe, Marcelo, Bale & Co - The players with the most games played with Cristiano Ronaldo"
},
{
"url": "https://www.transfermarkt.com/wissam-ben-yedder-sergio-ramos-amp-co-the-most-valuable-free-agents-still-available/view/news/449768",
"date": "Feb 4, 2025",
"title": "Wissam Ben Yedder, Sergio Ramos & Co - The most valuable free agents still available"
},
{
"url": "https://www.transfermarkt.com/messi-amp-xavi-ronaldo-amp-marcelo-players-with-most-champions-league-minutes-together/view/news/445856",
"date": "Nov 6, 2024",
"title": "Messi & Xavi, Ronaldo & Marcelo - Players with most Champions League minutes together"
},
{
"url": "https://www.transfermarkt.com/most-valuable-players-in-2016-17-messi-euro-10m-ahead-of-ronaldo-pogba-breaks-record/view/news/445683",
"date": "Nov 3, 2024",
"title": "Most valuable players in 2016/17: Messi €10m ahead of Ronaldo - Pogba breaks record"
}
],
"transfers": [
{
"to": "Monterrey",
"fee": null,
"from": "No Club",
"type": "transfer",
"season": "24/25",
"marketValue": "€1.8M",
"transferDate": "Feb 6, 2025"
},
{
"to": "No Club",
"fee": null,
"from": "Sevilla FC",
"type": "transfer",
"season": "24/25",
"marketValue": "€2.5M",
"transferDate": "Jul 1, 2024"
},
{
"to": "Sevilla FC",
"fee": null,
"from": "Paris SG",
"type": "transfer",
"season": "23/24",
"marketValue": "€4.5M",
"transferDate": "Sep 4, 2023"
},
{
"to": "Paris SG",
"fee": null,
"from": "Real Madrid",
"type": "transfer",
"season": "21/22",
"marketValue": "€10.0M",
"transferDate": "Jul 8, 2021"
},
{
"to": "Real Madrid",
"fee": "€27.0M",
"from": "Sevilla FC",
"type": "transfer",
"season": "05/06",
"marketValue": "€27.0M",
"transferDate": "Aug 31, 2005"
},
{
"to": "Sevilla FC",
"fee": null,
"from": "Sevilla Atl.",
"type": "transfer",
"season": "04/05",
"marketValue": null,
"transferDate": "Jul 1, 2004"
},
{
"to": "Sevilla Atl.",
"fee": null,
"from": "Sevilla FC U19",
"type": "transfer",
"season": "02/03",
"marketValue": null,
"transferDate": "Jul 1, 2002"
}
],
"marketValue": [
{
"age": 39,
"club": "CF Monterrey",
"value": 1200000,
"currency": "€",
"recordedDate": "May 26, 2025"
},
{
"age": 39,
"club": "CF Monterrey",
"value": 1500000,
"currency": "€",
"recordedDate": "Mar 31, 2025"
},
{
"age": 38,
"club": "Without Club",
"value": 1800000,
"currency": "€",
"recordedDate": "Oct 16, 2024"
},
{
"age": 38,
"club": "Sevilla FC",
"value": 2500000,
"currency": "€",
"recordedDate": "Jun 7, 2024"
},
{
"age": 37,
"club": "Sevilla FC",
"value": 3000000,
"currency": "€",
"recordedDate": "Mar 21, 2024"
},
{
"age": 37,
"club": "Sevilla FC",
"value": 4000000,
"currency": "€",
"recordedDate": "Dec 22, 2023"
},
{
"age": 37,
"club": "Sevilla FC",
"value": 4000000,
"currency": "€",
"recordedDate": "Oct 13, 2023"
},
{
"age": 37,
"club": "Paris Saint-Germain",
"value": 4500000,
"currency": "€",
"recordedDate": "Jun 27, 2023"
},
{
"age": 36,
"club": "Paris Saint-Germain",
"value": 6000000,
"currency": "€",
"recordedDate": "Nov 2, 2022"
},
{
"age": 36,
"club": "Paris Saint-Germain",
"value": 6000000,
"currency": "€",
"recordedDate": "May 30, 2022"
},
{
"age": 35,
"club": "Paris Saint-Germain",
"value": 8000000,
"currency": "€",
"recordedDate": "Dec 16, 2021"
},
{
"age": 35,
"club": "Real Madrid",
"value": 10000000,
"currency": "€",
"recordedDate": "Jun 10, 2021"
},
{
"age": 34,
"club": "Real Madrid",
"value": 14000000,
"currency": "€",
"recordedDate": "Jan 5, 2021"
},
{
"age": 34,
"club": "Real Madrid",
"value": 14000000,
"currency": "€",
"recordedDate": "Oct 8, 2020"
},
{
"age": 34,
"club": "Real Madrid",
"value": 14500000,
"currency": "€",
"recordedDate": "Apr 8, 2020"
},
{
"age": 33,
"club": "Real Madrid",
"value": 18000000,
"currency": "€",
"recordedDate": "Dec 20, 2019"
},
{
"age": 33,
"club": "Real Madrid",
"value": 25000000,
"currency": "€",
"recordedDate": "Jun 11, 2019"
},
{
"age": 32,
"club": "Real Madrid",
"value": 30000000,
"currency": "€",
"recordedDate": "Dec 21, 2018"
},
{
"age": 32,
"club": "Real Madrid",
"value": 40000000,
"currency": "€",
"recordedDate": "Oct 31, 2018"
},
{
"age": 32,
"club": "Real Madrid",
"value": 45000000,
"currency": "€",
"recordedDate": "May 30, 2018"
},
{
"age": 31,
"club": "Real Madrid",
"value": 50000000,
"currency": "€",
"recordedDate": "Mar 22, 2018"
},
{
"age": 31,
"club": "Real Madrid",
"value": 40000000,
"currency": "€",
"recordedDate": "Jan 1, 2018"
},
{
"age": 31,
"club": "Real Madrid",
"value": 40000000,
"currency": "€",
"recordedDate": "Jun 5, 2017"
},
{
"age": 30,
"club": "Real Madrid",
"value": 40000000,
"currency": "€",
"recordedDate": "Jan 24, 2017"
},
{
"age": 30,
"club": "Real Madrid",
"value": 40000000,
"currency": "€",
"recordedDate": "Jul 15, 2016"
},
{
"age": 30,
"club": "Real Madrid",
"value": 40000000,
"currency": "€",
"recordedDate": "Jun 1, 2016"
},
{
"age": 29,
"club": "Real Madrid",
"value": 40000000,
"currency": "€",
"recordedDate": "Feb 22, 2016"
},
{
"age": 29,
"club": "Real Madrid",
"value": 40000000,
"currency": "€",
"recordedDate": "Jul 1, 2015"
},
{
"age": 28,
"club": "Real Madrid",
"value": 45000000,
"currency": "€",
"recordedDate": "Jan 23, 2015"
},
{
"age": 28,
"club": "Real Madrid",
"value": 45000000,
"currency": "€",
"recordedDate": "Jul 20, 2014"
},
{
"age": 27,
"club": "Real Madrid",
"value": 40000000,
"currency": "€",
"recordedDate": "Jan 23, 2014"
},
{
"age": 27,
"club": "Real Madrid",
"value": 40000000,
"currency": "€",
"recordedDate": "Jun 12, 2013"
},
{
"age": 26,
"club": "Real Madrid",
"value": 40000000,
"currency": "€",
"recordedDate": "Jan 10, 2013"
},
{
"age": 26,
"club": "Real Madrid",
"value": 40000000,
"currency": "€",
"recordedDate": "Aug 7, 2012"
},
{
"age": 25,
"club": "Real Madrid",
"value": 34000000,
"currency": "€",
"recordedDate": "Feb 3, 2012"
},
{
"age": 25,
"club": "Real Madrid",
"value": 30000000,
"currency": "€",
"recordedDate": "Jul 29, 2011"
},
{
"age": 24,
"club": "Real Madrid",
"value": 30000000,
"currency": "€",
"recordedDate": "Feb 4, 2011"
},
{
"age": 24,
"club": "Real Madrid",
"value": 30000000,
"currency": "€",
"recordedDate": "Aug 27, 2010"
},
{
"age": 24,
"club": "Real Madrid",
"value": 27000000,
"currency": "€",
"recordedDate": "Apr 12, 2010"
},
{
"age": 23,
"club": "Real Madrid",
"value": 27000000,
"currency": "€",
"recordedDate": "Dec 3, 2009"
},
{
"age": 23,
"club": "Real Madrid",
"value": 28000000,
"currency": "€",
"recordedDate": "Jul 22, 2009"
},
{
"age": 23,
"club": "Real Madrid",
"value": 30000000,
"currency": "€",
"recordedDate": "Apr 29, 2009"
},
{
"age": 22,
"club": "Real Madrid",
"value": 32000000,
"currency": "€",
"recordedDate": "Jan 26, 2009"
},
{
"age": 22,
"club": "Real Madrid",
"value": 32000000,
"currency": "€",
"recordedDate": "Jul 8, 2008"
},
{
"age": 21,
"club": "Real Madrid",
"value": 30000000,
"currency": "€",
"recordedDate": "Feb 4, 2008"
},
{
"age": 21,
"club": "Real Madrid",
"value": 25000000,
"currency": "€",
"recordedDate": "Aug 24, 2007"
},
{
"age": 19,
"club": "Real Madrid",
"value": 17500000,
"currency": "€",
"recordedDate": "Jan 12, 2006"
},
{
"age": 19,
"club": "Real Madrid",
"value": 27000000,
"currency": "€",
"recordedDate": "Aug 31, 2005"
},
{
"age": 18,
"club": "Sevilla FC",
"value": 7000000,
"currency": "€",
"recordedDate": "Mar 17, 2005"
}
]
}
]
To retrieve Sergio Ramos’s year-to-year statistics, aggregated by club
or competition, we can send a GET request to
https://sports.highlightly.net/football/players/118972/statistics.
Below is an example of the response returned by this endpoint:
[
{
"id": 118972,
"logo": null,
"name": "Sergio Ramos",
"fullName": "Sergio Ramos García",
"perCompetition": [
{
"club": "CF Monterrey",
"type": "national league",
"goals": 0,
"league": "Liga MX Apertura",
"season": "2026",
"assists": 0,
"ownGoals": 0,
"redCards": 0,
"cleanSheets": 0,
"gamesPlayed": 3,
"yellowCards": 2,
"goalsConceded": 0,
"minutesPlayed": 270,
"substitutedIn": 0,
"substitutedOut": 0,
"penaltiesScored": 0,
"secondYellowCards": 0
},
{
"club": "CF Monterrey",
"type": "national league",
"goals": 3,
"league": "Liga MX Clausura",
"season": "2025",
"assists": 0,
"ownGoals": 0,
"redCards": 1,
"cleanSheets": 0,
"gamesPlayed": 8,
"yellowCards": 2,
"goalsConceded": 0,
"minutesPlayed": 695,
"substitutedIn": 0,
"substitutedOut": 2,
"penaltiesScored": 1,
"secondYellowCards": 0
},
{
"club": "Sevilla FC",
"type": "national league",
"goals": 3,
"league": "LaLiga",
"season": "2024",
"assists": 0,
"ownGoals": 1,
"redCards": 1,
"cleanSheets": 0,
"gamesPlayed": 28,
"yellowCards": 7,
"goalsConceded": 0,
"minutesPlayed": 2517,
"substitutedIn": 0,
"substitutedOut": 0,
"penaltiesScored": 0,
"secondYellowCards": 0
},
{
"club": "Paris Saint-Germain",
"type": "national league",
"goals": 2,
"league": "Ligue 1",
"season": "2023",
"assists": 1,
"ownGoals": 0,
"redCards": 1,
"cleanSheets": 0,
"gamesPlayed": 33,
"yellowCards": 3,
"goalsConceded": 0,
"minutesPlayed": 2708,
"substitutedIn": 2,
"substitutedOut": 4,
"penaltiesScored": 0,
"secondYellowCards": 0
},
{
"club": "Paris Saint-Germain",
"type": "national league",
"goals": 2,
"league": "Ligue 1",
"season": "2022",
"assists": 0,
"ownGoals": 0,
"redCards": 0,
"cleanSheets": 0,
"gamesPlayed": 12,
"yellowCards": 1,
"goalsConceded": 0,
"minutesPlayed": 799,
"substitutedIn": 4,
"substitutedOut": 0,
"penaltiesScored": 0,
"secondYellowCards": 1
},
{
"club": "Real Madrid",
"type": "national league",
"goals": 2,
"league": "LaLiga",
"season": "2021",
"assists": 0,
"ownGoals": 0,
"redCards": 0,
"cleanSheets": 0,
"gamesPlayed": 15,
"yellowCards": 3,
"goalsConceded": 0,
"minutesPlayed": 1276,
"substitutedIn": 0,
"substitutedOut": 2,
"penaltiesScored": 2,
"secondYellowCards": 0
},
{
"club": "Real Madrid",
"type": "national league",
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{
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},
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]
Wrap up
In this blog, we explored how Highlightly’s player endpoints allow developers to access football player data for their projects. We covered the player summary, including profile data, transfer rumors, related news, and market value, as well as aggregated statistics at the club and competition level. We also walked through the technical overview of the API, including how to query players, handle pagination, and perform fuzzy searches using the name query parameter. Finally, we demonstrated practical examples using Sergio Ramos to retrieve both his player summary and yearly aggregated statistics.
Highlightly continues to expand its data coverage. At the time of writing this article, the team is finalizing the implementation of player box scores for individual matches. This will enable developers to access even more granular insights. We’ll follow up with a dedicated blog post that will detail all available box score data and show how to integrate it into your apps and platforms.
For more in-depth details, please refer to the official documentation.