Method and device for processing marketing leaks

Abstract

The application discloses a marketing loophole processing method and device. The system comprises the following steps: obtaining marketing loophole information of a target product; sending the marketing loophole information of the target product to a corresponding target processing account; receiving a processing instruction sent by the target processing account, and adjusting marketing information of the target product according to the processing instruction. The application solves the technical problem of low marketing loophole processing efficiency caused by untimely discovery of marketing loopholes.

Description

Technical Field

[0001] This application relates to the field of data processing, and more specifically, to a method and apparatus for handling marketing vulnerabilities. Background Technology

[0002] Currently, OTA (Online Travel Agency) platforms are significantly increasing the number and intensity of their promotional activities to attract new users and maintain existing user retention and order rates. However, with the widespread adoption of the internet, numerous groups have emerged online engaging in fraudulent activities such as exploiting marketing vulnerabilities and selling malicious software. These groups spread cheating methods and intelligence across various information channels. A concentrated attack on promotional activities with substantial discounts can cause substantial losses to a platform. Therefore, a system is needed to monitor the activities of online black market actors in real time and obtain intelligence on platform marketing activities. Marketing fraud refers to the act of violating business rules by using technical means or recruiting part-time tasks to gain profit. Potential beneficiaries include users, intermediaries, and partners, and collusion among multiple parties is common. Fraud takes many forms, but most revolve around cashback and high-value products in marketing activities. For example, scalpers may use code to attack APIs to mass-produce low-priced products on the platform and then resell them to other users or suppliers for cash. In response to the cybercrime industry, a complete cheating supply chain has emerged. These groups produce cheating software, organize real users to complete tasks and exploit marketing campaigns, and have a clear division of labor, a wide range of participants, and are particularly sensitive to platform vulnerabilities. Currently, the cybercrime industry can obtain a large number of mobile phone numbers and WeChat accounts through SMS verification platforms and WeChat authorization platforms, enabling them to complete more than 1 million batch registrations within an hour. Therefore, it is necessary to detect the activities of the cybercrime industry in a timely manner and intercept their cheating activities as early as possible. Summary of the Invention

[0003] This application provides a method and apparatus for handling marketing vulnerabilities, so as to at least solve the technical problem of low efficiency in handling marketing vulnerabilities due to untimely discovery of marketing vulnerabilities.

[0004] According to one aspect of the embodiments of this application, a method for handling marketing vulnerabilities is provided, comprising: obtaining marketing vulnerability information of a target product; sending the marketing vulnerability information of the target product to a corresponding target processing account; receiving a processing instruction issued by the processing account, and adjusting the marketing information of the target product according to the processing instruction.

[0005] Optionally, obtaining marketing vulnerability information of the target product includes: determining a first set of keywords corresponding to the marketing vulnerability information of the target product; determining candidate information containing the first keyword from multiple candidate information obtained from multiple preset channels as the marketing vulnerability information of the target product, wherein the first keyword is included in the first set of keywords.

[0006] Optionally, the candidate information containing the first keyword from multiple candidate information obtained from multiple preset channels is determined as the marketing vulnerability information of the target product, including: converting the multiple candidate information into multiple corresponding candidate text information; determining multiple candidate word sets corresponding to the multiple candidate text information, and determining a candidate word set containing the first keyword from the multiple candidate word set; determining the candidate text information corresponding to the candidate word set containing the first keyword as candidate marketing vulnerability information; comparing the historical order price of the target product corresponding to the candidate marketing vulnerability information with a set price threshold, and determining the candidate marketing vulnerability information as the marketing vulnerability information of the target product if the price of the target product is lower than the set price threshold.

[0007] Optionally, the candidate text information corresponding to the candidate word set containing the first keyword is determined as candidate marketing vulnerability information, including: determining the number of each candidate word set falling into the first keyword set; determining the candidate word set whose number is greater than a set threshold as the target word set; and determining the candidate text information corresponding to the target word set as candidate marketing vulnerability information.

[0008] Optionally, before comparing the historical order price of the target product corresponding to the candidate marketing vulnerability information with a set price threshold, the method further includes: if the candidate marketing vulnerability information contains a target product price, directly comparing the target product price contained in the candidate marketing vulnerability information with the set price threshold; if the target product price contained in the candidate marketing vulnerability information is lower than the set price threshold, determining the candidate marketing vulnerability information as the marketing vulnerability information of the target product.

[0009] Optionally, after determining the candidate text information corresponding to the set of phrases containing the first keyword as the marketing vulnerability information of the target product, the method further includes: adding the marketing vulnerability information of the target product and the first keyword corresponding to the marketing vulnerability information of the target product to the training dataset of the preset recognition model to expand the training dataset of the preset recognition model, wherein the preset recognition model is used to determine the marketing vulnerability information of the target product from the plurality of candidate information.

[0010] Optionally, receiving processing instructions from the processing account and adjusting the sales information of the target product according to the processing instructions includes: receiving a processing instruction to modify the sales price of the target product if the price of the target product in the marketing loophole information of the target product is incorrectly labeled; and receiving a processing instruction to cancel the discount activity of the target product price if the discount of the target product price in the marketing loophole information of the target product is greater than a set threshold.

[0011] Optionally, sending the marketing vulnerability information of the target product to the corresponding target processing account includes: converting the marketing vulnerability information of the target product into a preset interface input parameter format and sending it to the corresponding target processing account through a first interface.

[0012] According to another aspect of the embodiments of this application, a marketing vulnerability processing apparatus is provided, comprising: an acquisition module for acquiring marketing vulnerability information of a target product; a sending module for sending the marketing vulnerability information of the target product to a corresponding target processing account; and a processing module for receiving processing instructions issued by the processing account and adjusting the marketing information of the target product according to the processing instructions.

[0013] According to another aspect of the embodiments of this application, a non-volatile storage medium is provided, the non-volatile storage medium including a stored program, wherein, when the program is executed, the device where the non-volatile storage medium is located is controlled to perform the above-mentioned marketing vulnerability processing method.

[0014] According to another aspect of the embodiments of this application, a processor is provided for running a program, wherein the program executes the above-described method for handling marketing vulnerabilities during runtime.

[0015] In this embodiment, the method of acquiring marketing vulnerability information of the target product, sending the marketing vulnerability information of the target product to the corresponding target processing account, receiving processing instructions issued by the processing account, and adjusting the marketing information of the target product according to the processing instructions is adopted. By acquiring marketing vulnerability information in advance and issuing processing instructions in a timely manner, the purpose of timely discovery of marketing vulnerabilities is achieved, thereby realizing the technical effect of timely handling of marketing vulnerabilities, and thus solving the technical problem of low efficiency in handling marketing vulnerabilities due to untimely discovery of marketing vulnerabilities. Attached Figure Description

[0016] The accompanying drawings, which are included to provide a further understanding of this application and form part of this application, illustrate exemplary embodiments and are used to explain this application, but do not constitute an undue limitation of this application. In the drawings:

[0017] Figure 1A hardware block diagram of a computer terminal (or mobile device) for implementing a method to handle marketing vulnerabilities is shown.

[0018] Figure 2 This is a flowchart of an optional method for attacking marketing vulnerabilities in related technologies;

[0019] Figure 3 This is a flowchart of a marketing vulnerability handling method according to an embodiment of this application;

[0020] Figure 4 This is a schematic diagram of a marketing vulnerability processing device according to an embodiment of this application. Detailed Implementation

[0021] To enable those skilled in the art to better understand the present application, the technical solutions in the embodiments of the present application will be clearly and completely described below with reference to the accompanying drawings. Obviously, the described embodiments are only some embodiments of the present application, and not all embodiments. Based on the embodiments in the present application, all other embodiments obtained by those of ordinary skill in the art without creative effort should fall within the scope of protection of the present application.

[0022] It should be noted that the terms "first," "second," etc., in the specification, claims, and accompanying drawings of this application are used to distinguish similar objects and are not necessarily used to describe a specific order or sequence. It should be understood that such data can be interchanged where appropriate so that the embodiments of this application described herein can be implemented in orders other than those illustrated or described herein. Furthermore, the terms "comprising" and "having," and any variations thereof, are intended to cover non-exclusive inclusion; for example, a process, method, system, product, or apparatus that comprises a series of steps or units is not necessarily limited to those steps or units explicitly listed, but may include other steps or units not explicitly listed or inherent to such processes, methods, products, or apparatus.

[0023] The methods and embodiments provided in this application can be executed on mobile terminals, computer terminals, cloud servers, or similar computing devices. Figure 1 A hardware block diagram of a computer terminal (or mobile device) for implementing a method to handle marketing vulnerabilities is shown. Figure 1As shown, the computer terminal 10 (or mobile device 10) may include one or more processors 102 (shown as 102a, 102b, ..., 102n in the figure) 102 (processor 102 may include, but is not limited to, a microprocessor MCU or a programmable logic device FPGA, etc.), a memory 104 for storing data, and a transmission module 106 for communication functions. In addition, it may also include: a display, an input / output interface (I / O interface), a universal serial bus (USB) port (which may be included as one of the ports of the I / O interface), a network interface, a power supply, and / or a camera. Those skilled in the art will understand that... Figure 1 The structure shown is for illustrative purposes only and does not limit the structure of the aforementioned electronic device. For example, computer terminal 10 may also include... Figure 1 The more or fewer components shown, or having the same Figure 1 The different configurations shown.

[0024] It should be noted that the aforementioned one or more processors 102 and / or other data processing circuits are generally referred to herein as "data processing circuits". These data processing circuits may be embodied, in whole or in part, in software, hardware, firmware, or any other combination thereof. Furthermore, the data processing circuits may be a single, independent processing module, or may be integrated, in whole or in part, into any other element within the computer terminal 10 (or mobile device). As involved in the embodiments of this application, the data processing circuits serve as a processor control mechanism (e.g., selection of a variable resistor termination path connected to an interface).

[0025] The memory 104 can be used to store software programs and modules of application software, such as the program instructions / data storage device corresponding to the marketing vulnerability handling method in this embodiment. The processor 102 executes various functional applications and data processing by running the software programs and modules stored in the memory 104, thereby implementing the aforementioned marketing vulnerability handling method. The memory 104 may include high-speed random access memory, and may also include non-volatile memory, such as one or more magnetic storage devices, flash memory, or other non-volatile solid-state memory. In some instances, the memory 104 may further include memory remotely located relative to the processor 102, and these remote memories can be connected to the computer terminal 10 via a network. Examples of such networks include, but are not limited to, the Internet, corporate intranets, local area networks, mobile communication networks, and combinations thereof.

[0026] The transmission module 106 is used to receive or send data via a network. Specific examples of the network described above may include a wireless network provided by the communication provider of the computer terminal 10. In one example, the transmission module 106 includes a Network Interface Controller (NIC), which can connect to other network devices via a base station to communicate with the Internet. In another example, the transmission module 106 may be a Radio Frequency (RF) module, used for wireless communication with the Internet.

[0027] The display can be, for example, a touchscreen liquid crystal display (LCD) that allows the user to interact with the user interface of the computer terminal 10 (or mobile device).

[0028] According to an embodiment of this application, an embodiment of a method for handling marketing vulnerabilities is provided. It should be noted that the steps shown in the flowchart in the accompanying drawings can be executed in a computer system such as a set of computer-executable instructions. Furthermore, although a logical order is shown in the flowchart, in some cases, the steps shown or described may be executed in a different order than that shown here.

[0029] It should be noted that the cheating process in the related technologies of cybercrime includes the following steps, such as... Figure 2 As shown, this includes: S202, cybercriminals discover system bugs or marketing vulnerabilities; S204, producing batches of cheating tools or disseminating vulnerability information to users who exploit loopholes; S206, cybercriminals use cheating tools to attack the platform themselves or organize users to attack the platform to obtain discounts, physical or virtual currency rewards, cashback, etc., and then withdraw the money from their accounts.

[0030] Therefore, exploiting marketing loopholes can lead to significant profit losses. To address this issue, this application provides a method for handling marketing loopholes, such as... Figure 3 As shown, the method includes the following steps:

[0031] Step S302: Obtain marketing vulnerability information for the target product;

[0032] Step S304: Send the marketing vulnerability information of the target product to the corresponding target processing account;

[0033] Step S306: Receive processing instructions from the target processing account and adjust the marketing information of the target product according to the processing instructions.

[0034] The above steps, by obtaining marketing vulnerability information in advance and issuing timely processing instructions, achieve the goal of timely detection of marketing vulnerabilities, thereby realizing the technical effect of timely handling of marketing vulnerabilities and solving the technical problem of low efficiency in handling marketing vulnerabilities due to untimely detection.

[0035] It should be noted that in step S302, the marketing vulnerability information of the target product can be obtained through various channels, such as crawling content related to the marketing information of the target product from black market websites and forum websites. This content includes text, links, and images.

[0036] In step S304, the marketing vulnerability information of the target product is sent to the corresponding target processing account. For example, the marketing vulnerability information is categorized according to product category, and the marketing vulnerability information of different product categories is categorized separately. Then, the target category of products is sent to the department responsible for the target category of products. In some optional methods, the marketing vulnerability information can also be categorized according to processing priority, which can be determined according to the magnitude of the loss caused. The obtained marketing vulnerability information can be stored in a database according to a predetermined storage format.

[0037] In step S306, a processing instruction issued by the processing account is received, and the marketing information of the target product is adjusted according to the processing instruction. Here, the processing instruction can be transmitted through a specific interface, and the processing instruction can be to modify or cancel the marketing activity corresponding to the marketing vulnerability information.

[0038] The following explains in detail the steps outlined in this application.

[0039] In some embodiments of this application, in step S302, the marketing vulnerability information of the target product is obtained. Specifically, this can be achieved by first determining the first keyword set corresponding to the marketing vulnerability information of the target product; then determining the candidate information containing the first keyword from multiple candidate information obtained from multiple preset channels as the marketing vulnerability information of the target product, wherein the first keyword is included in the first keyword set.

[0040] It should be noted that the multiple preset channels can be platforms containing marketing information for the target product, such as websites, forums, and product review pages. Multiple candidate information can be obtained through crawling. The candidate information can be text, numbers, images, marketing links, and other information related to the marketing campaign.

[0041] In some alternative embodiments, the first keyword can be words involving marketing loopholes such as "coupon hunting," "low price," and "flash sale," or it can be a specific numerical value such as the product price.

[0042] There are several ways to determine the marketing vulnerability information of the target product by identifying candidate information containing the first keyword from multiple candidate information. Specifically, it can be done by converting the multiple candidate information into multiple candidate text information; determining multiple candidate word sets corresponding to the multiple candidate text information; determining the candidate word set containing the first keyword from the multiple candidate word set; determining the candidate text information corresponding to the candidate word set containing the first keyword as candidate marketing vulnerability information; comparing the historical order price of the target product corresponding to the candidate marketing vulnerability information with a set price threshold; and determining the candidate marketing vulnerability information as the marketing vulnerability information of the target product if the price of the target product is lower than the set price threshold.

[0043] For example, if the acquired candidate information includes images, the text in the images can be extracted and converted into text information using text recognition. Then, a word segmentation algorithm is used to convert the text information into multiple sets of phrases, each containing multiple phrases. These phrases are then compared one-to-one with the first keyword in the first keyword set to determine if each phrase set contains the first keyword. The phrase sets containing the first keyword are designated as candidate phrase sets, and the corresponding candidate text information is identified as candidate marketing vulnerability information.

[0044] Based on the target product included in the candidate marketing vulnerability information, determine whether the system's historical order price for the target product is abnormal (whether it is lower than a set price threshold). If the price of the target product is lower than the set price threshold, determine that the candidate marketing vulnerability information is indeed a marketing vulnerability for the target product. A warning will be displayed on the interactive interface.

[0045] Another method for determining candidate marketing vulnerability information is achieved through the following steps: determining the number of each candidate word set that falls into the first keyword set; determining the candidate word set whose number is greater than a set threshold as the target word set; and determining the candidate text information corresponding to the target word set as candidate marketing vulnerability information.

[0046] In one alternative approach, if the candidate marketing vulnerability information includes a target product price, the target product price included in the candidate marketing vulnerability information is directly compared with the set price threshold. If the target product price included in the candidate marketing vulnerability information is lower than the set price threshold, the candidate marketing vulnerability information is determined to be the marketing vulnerability information of the target product.

[0047] For example, if the target product price in the candidate marketing vulnerability information is 300 yuan, and the set price threshold is 320 yuan, then the candidate marketing vulnerability information is considered to be a marketing vulnerability information of the target product if the target product price in the candidate marketing vulnerability information is lower than the set price threshold.

[0048] After determining the candidate text information corresponding to the set of phrases containing the first keyword as the marketing vulnerability information of the target product, the method further includes: adding the marketing vulnerability information of the target product and the first keyword corresponding to the marketing vulnerability information of the target product to the training dataset of the preset recognition model to expand the training dataset of the preset recognition model, wherein the preset recognition model is used to determine the marketing vulnerability information of the target product from the plurality of candidate information.

[0049] In some optional methods, if the number of times the marketing vulnerability information of the target product and the target keyword appear simultaneously exceeds a set threshold, the target keyword can be determined as the primary keyword. The newly determined primary keyword is then added to the training dataset of the preset recognition model to retrain the model, improving its recognition accuracy. The preset recognition model is used to identify whether candidate information is marketing vulnerability information of the target product.

[0050] In step S306, to improve the speed of issuing processing instructions, a variety of fast processing methods are provided. For example, if the price of the target product in the marketing loophole information of the target product is incorrectly marked, a processing instruction to modify the sales price of the target product is received; if the discount of the target product price in the marketing loophole information of the target product is greater than a set threshold, a processing instruction to cancel the discount activity of the target product price is received.

[0051] The marketing vulnerability information of the target product can be sent to the corresponding target processing account by converting the marketing vulnerability information of the target product into a preset interface input parameter format and sending it to the corresponding target processing account through a first interface.

[0052] This application also provides a device for handling marketing vulnerabilities, such as... Figure 4 As shown, it includes: an acquisition module 40, used to acquire marketing vulnerability information of the target product; a sending module 42, used to send the marketing vulnerability information of the target product to the corresponding target processing account; and a processing module 44, used to receive processing instructions issued by the processing account and adjust the marketing information of the target product according to the processing instructions.

[0053] The acquisition module 40 includes a first determination submodule; the first determination module is used to determine the first keyword set corresponding to the marketing vulnerability information of the target product; and to determine the candidate information containing the first keyword from multiple candidate information obtained from multiple preset channels as the marketing vulnerability information of the target product, wherein the first keyword is included in the first keyword set.

[0054] The first determining module includes a first determining unit; the first determining unit is used to convert the plurality of candidate information into a plurality of corresponding candidate text information; determine a plurality of candidate word sets corresponding to the plurality of candidate text information respectively, and determine a candidate word set containing the first keyword from the plurality of candidate word set; determine the candidate text information corresponding to the candidate word set containing the first keyword as candidate marketing vulnerability information; compare the historical order price of the target product corresponding to the candidate marketing vulnerability information with a set price threshold, and determine the candidate marketing vulnerability information as the marketing vulnerability information of the target product if the price of the target product is lower than the set price threshold.

[0055] The first determining unit includes a candidate subunit, a determining subunit, and a training subunit. The candidate subunit is used to determine the number of candidate word sets that fall into the first keyword set; to determine the candidate word set whose number is greater than a set threshold as the target word set; and to determine the candidate text information corresponding to the target word set as candidate marketing vulnerability information. The determining subunit is used to, when the candidate marketing vulnerability information contains a target product price, directly compare the target product price contained in the candidate marketing vulnerability information with the set price threshold; and when the target product price contained in the candidate marketing vulnerability information is lower than the set price threshold, determine the candidate marketing vulnerability information as the marketing vulnerability information of the target product. The training subunit is used to add the marketing vulnerability information of the target product and the first keyword corresponding to the marketing vulnerability information of the target product to the training dataset of the preset recognition model to expand the training dataset of the preset recognition model, wherein the preset recognition model is used to determine the marketing vulnerability information of the target product from the multiple candidate information.

[0056] Processing module 44 includes: a receiving submodule; the receiving submodule is used to receive a processing instruction to modify the sales price of the target product when the price of the target product in the marketing loophole information of the target product is incorrect; and to receive a processing instruction to cancel the discount activity of the target product price when the discount of the target product price in the marketing loophole information of the target product is greater than a set threshold.

[0057] The sending module 42 includes a transmission submodule; the transmission submodule is used to convert the marketing vulnerability information of the target product into a preset interface input parameter format and send it to the corresponding target processing account through the first interface.

[0058] This application also provides a non-volatile storage medium, which includes a stored program, wherein the program controls the device where the non-volatile storage medium is located to execute the above-mentioned marketing vulnerability processing method during runtime.

[0059] This application also provides a processor for running a program, wherein the program executes the above-mentioned marketing vulnerability handling method during runtime.

[0060] The sequence numbers of the embodiments in this application are for descriptive purposes only and do not represent the superiority or inferiority of the embodiments.

[0061] In the above embodiments of this application, the descriptions of each embodiment have different focuses. For parts not described in detail in a certain embodiment, please refer to the relevant descriptions of other embodiments.

[0062] In the several embodiments provided in this application, it should be understood that the disclosed technical content can be implemented in other ways. The device embodiments described above are merely illustrative; for example, the division of units can be a logical functional division, and in actual implementation, there may be other division methods. For instance, multiple units or components may be combined or integrated into another system, or some features may be ignored or not executed. Furthermore, the displayed or discussed mutual coupling, direct coupling, or communication connection may be through some interfaces; the indirect coupling or communication connection between units or modules may be electrical or other forms.

[0063] The units described as separate components may or may not be physically separate. The components shown as units may or may not be physical units; that is, they may be located in one place or distributed across multiple units. Some or all of the units can be selected to achieve the purpose of this embodiment according to actual needs.

[0064] Furthermore, the functional units in the various embodiments of this application can be integrated into one processing unit, or each unit can exist physically separately, or two or more units can be integrated into one unit. The integrated unit can be implemented in hardware or as a software functional unit.

[0065] If the integrated unit is implemented as a software functional unit and sold or used as an independent product, it can be stored in a computer-readable storage medium. Based on this understanding, the technical solution of this application, in essence, or the part that contributes to the prior art, or all or part of the technical solution, can be embodied in the form of a software product. This computer software product is stored in a storage medium and includes several instructions to cause a computer device (which may be a personal computer, server, or network device, etc.) to execute all or part of the steps of the methods described in the various embodiments of this application. The aforementioned storage medium includes various media capable of storing program code, such as a USB flash drive, read-only memory (ROM), random access memory (RAM), portable hard drive, magnetic disk, or optical disk.

[0066] The above description is only a preferred embodiment of this application. It should be noted that for those skilled in the art, several improvements and modifications can be made without departing from the principle of this application, and these improvements and modifications should also be considered within the scope of protection of this application.

Claims

1. A method for handling marketing loopholes, characterized in that, include: Obtain information on marketing vulnerabilities in the target product; Send the marketing vulnerability information of the target product to the corresponding target processing account; Receive processing instructions from the target processing account and adjust the marketing information of the target product according to the processing instructions; The method of identifying marketing vulnerability information of the target product from multiple candidate information containing the first keyword includes: converting the multiple candidate information into multiple corresponding candidate text information; A plurality of candidate word sets are determined, each corresponding to a plurality of candidate text information. From the plurality of candidate word sets, a set of candidate word sets containing the first keyword is determined. The candidate text information corresponding to the set of candidate word sets containing the first keyword is determined as candidate marketing vulnerability information. The historical order price of the target product corresponding to the candidate marketing vulnerability information is compared with a set price threshold. If the price of the target product is lower than the set price threshold, the candidate marketing vulnerability information is determined as the marketing vulnerability information of the target product.

2. The method according to claim 1, characterized in that, Obtain information on marketing vulnerabilities in the target product, including: Determine the first set of keywords corresponding to the marketing vulnerability information of the target product; Candidate information containing a first keyword from multiple candidate information obtained from multiple preset channels is identified as marketing vulnerability information of the target product, wherein the first keyword is included in the first keyword set.

3. The method according to claim 1, characterized in that, The candidate text information corresponding to the set of candidate word groups containing the first keyword is identified as candidate marketing vulnerability information, including: Determine the number of each candidate word group set that falls into the first keyword set; The set of candidate word groups with a number greater than a set threshold is determined as the target word group set; The candidate text information corresponding to the target phrase set is identified as candidate marketing vulnerability information.

4. The method according to claim 1, characterized in that, Before comparing the historical order prices of the target products corresponding to the candidate marketing vulnerability information with a set price threshold, the method further includes: If the candidate marketing vulnerability information includes the price of the target product, the price of the target product included in the candidate marketing vulnerability information is directly compared with the set price threshold. If the price of the target product included in the candidate marketing vulnerability information is lower than the set price threshold, the candidate marketing vulnerability information is determined to be the marketing vulnerability information of the target product.

5. The method according to claim 1, characterized in that, After identifying the candidate text information corresponding to the set of phrases containing the first keyword as the marketing vulnerability information of the target product, the method further includes: The marketing vulnerability information of the target product and the first keyword corresponding to the marketing vulnerability information of the target product are added to the training dataset of the preset recognition model to expand the training dataset of the preset recognition model, wherein the preset recognition model is used to determine the marketing vulnerability information of the target product from the plurality of candidate information.

6. The method according to claim 1, characterized in that, Receiving processing instructions from the processing account and adjusting the sales information of the target product according to the processing instructions includes: If the price of the target product is incorrectly labeled in the marketing vulnerability information of the target product, a processing instruction to modify the sales price of the target product is received. If the discount on the target product price in the marketing loophole information of the target product exceeds a set threshold, a processing instruction to cancel the discount activity on the target product price is received.

7. The method according to claim 1, characterized in that, Sending marketing vulnerability information of the target product to the corresponding target processing account, including: The marketing vulnerability information of the target product is converted into a preset interface input parameter format and sent to the corresponding target processing account through the first interface.

8. A device for handling marketing loopholes, characterized in that, include: The acquisition module is used to obtain marketing vulnerability information of the target product. The sending module is used to send the marketing vulnerability information of the target product to the corresponding target processing account; The processing module is used to receive processing instructions from the processing account and adjust the marketing information of the target product according to the processing instructions; The method of identifying marketing vulnerability information of the target product from multiple candidate information containing the first keyword includes: converting the multiple candidate information into multiple corresponding candidate text information; A plurality of candidate word sets are determined, each corresponding to a plurality of candidate text information. From the plurality of candidate word sets, a set of candidate word sets containing the first keyword is determined. The candidate text information corresponding to the set of candidate word sets containing the first keyword is determined as candidate marketing vulnerability information. The historical order price of the target product corresponding to the candidate marketing vulnerability information is compared with a set price threshold. If the price of the target product is lower than the set price threshold, the candidate marketing vulnerability information is determined as the marketing vulnerability information of the target product.

9. A non-volatile storage medium, characterized in that, The non-volatile storage medium includes a stored program, wherein, when the program is executed, it controls the device containing the non-volatile storage medium to perform the marketing vulnerability processing method according to any one of claims 1 to 7.

10. A processor, characterized in that, The processor is used to run a program, wherein the program executes the method for handling marketing vulnerabilities according to any one of claims 1 to 7.

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