CN106485447A - Browse method, the apparatus and system of the data processing of commodity behavior based on user - Google Patents
Browse method, the apparatus and system of the data processing of commodity behavior based on user Download PDFInfo
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- CN106485447A CN106485447A CN201610871931.8A CN201610871931A CN106485447A CN 106485447 A CN106485447 A CN 106485447A CN 201610871931 A CN201610871931 A CN 201610871931A CN 106485447 A CN106485447 A CN 106485447A
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- commodity
- data
- dispensing area
- area data
- user
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- G—PHYSICS
- G06—COMPUTING; CALCULATING OR COUNTING
- G06Q—INFORMATION AND COMMUNICATION TECHNOLOGY [ICT] SPECIALLY ADAPTED FOR ADMINISTRATIVE, COMMERCIAL, FINANCIAL, MANAGERIAL OR SUPERVISORY PURPOSES; SYSTEMS OR METHODS SPECIALLY ADAPTED FOR ADMINISTRATIVE, COMMERCIAL, FINANCIAL, MANAGERIAL OR SUPERVISORY PURPOSES, NOT OTHERWISE PROVIDED FOR
- G06Q10/00—Administration; Management
- G06Q10/08—Logistics, e.g. warehousing, loading or distribution; Inventory or stock management
- G06Q10/087—Inventory or stock management, e.g. order filling, procurement or balancing against orders
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- G—PHYSICS
- G06—COMPUTING; CALCULATING OR COUNTING
- G06F—ELECTRIC DIGITAL DATA PROCESSING
- G06F16/00—Information retrieval; Database structures therefor; File system structures therefor
- G06F16/90—Details of database functions independent of the retrieved data types
- G06F16/95—Retrieval from the web
- G06F16/955—Retrieval from the web using information identifiers, e.g. uniform resource locators [URL]
Abstract
The present invention provides a kind of method of the data processing browsing commodity behavior based on user, apparatus and system, data basis can be provided for the relation between research user's request and commodity stocks, facilitate operator by the analysis of summarized results and excavation, adjustment commodity stocks level in time.The method includes：Obtain the dispensing area data that user browses commodity, described dispensing area data includes：The commodity stocks state of the information of browsed commodity, the dispensing region selecting and described dispensing region；Described dispensing area data is saved in data warehouse；According to business-subject, dispensing area data is collected, and preserve summarized results.
Description
Technical field
The present invention relates to computer technology and software field, more particularly, to a kind of data browsing commodity behavior based on user
The method of process, apparatus and system.
Background technology
With the development of ecommerce, generate in daily operation, the data related to user, commodity, production of accumulation is in
Existing explosive growth, data structure also tends to polynary, and the quantity of information comprising in data gets more and more, and enterprise runs to digitization
Increasingly pay close attention to.
The power of user browsing behavior autonomy, can behave as the power to demand for commodity for the present period.User's request
Performance can potential guiding businessman choose commodity direction, in stocking of commodity stocks, quite big impact also can be produced to businessman.
Access the behavior of the commodity page by collecting user, such that it is able to preferably see clearly the demand of user, find targeted customer, simultaneously
Be conducive to formulation and the commodities physicals proficiency assessment of marketing strategy, help e-commerce venture to improve business innovation ability, improve
Service operation level, lifts business efficiency.
However, being that other attribute datas such as the type by analyzing user's purchased item instruct business mostly in prior art
The operation of family, does not specially collect user and browses the dispensing area data selecting during the commodity page, and utilize this data
The method of assessment commodity SKU inventory turnover and reasonability etc., this is just not easy to realize being processed for user browse data,
It is unfavorable for estimating the purchase expectation of user and the operational analysis carrying out other application scene using the stock level browsing commodity,
Cause the waste of data resource.
Content of the invention
In view of this, the present invention is provided a kind of method of the data processing being browsed commodity behavior based on user, device and is
System, can be that the relation between research user's request and commodity stocks provides data basis, facilitate operator to pass through to collecting knot
The analysis of fruit and excavation, adjustment commodity stocks level in time.
For achieving the above object, according to an aspect of the invention, it is provided a kind of browse commodity behavior based on user
The method of data processing.
A kind of method of data processing being browsed commodity behavior based on user of the present invention is included：Obtain user and browse commodity
Dispensing area data, described dispensing area data includes：The information of browsed commodity, the dispensing region selecting and described join
Send the commodity stocks state in region；Described dispensing area data is saved in data warehouse；According to business-subject to dispensing area
Numeric field data is collected, and preserves summarized results.
Alternatively, obtain user and browse the dispensing area data of commodity and include：Obtain user by the way of orientation is buried a little
Browse the dispensing area data of commodity.
Alternatively, methods described also includes：After acquisition user browses the dispensing area data of commodity, to described dispensing area
Numeric field data is carried out, to reject interference data.
Alternatively, described dispensing area data is saved in data warehouse to include：Periodically by described dispensing area data
It is drawn in data warehouse, sets up original mappings table using Hive instrument, and original mappings table is carried out point according to decimation periods
Area, is then loaded into after the data conversion in original mappings table in object table.
Alternatively, according to business-subject to dispensing area data carry out collecting including：With the stock rate that browses commodity for referring to
Mark, according to one or more of commodity SKU, branch company, home-delivery center, storehouse business-subject, is carried out to dispensing area data
Collect, generate corresponding summary sheet.
For achieving the above object, in accordance with a further aspect of the present invention, there is provided a kind of commodity behavior is browsed based on user
The device of data processing.
A kind of device of data processing browsing commodity behavior based on user of the present invention is it is characterised in that include：Obtain
Module, browses the dispensing area data of commodity for obtaining user, and described dispensing area data includes：The letter of browsed commodity
The commodity stocks state of breath, the dispensing region selecting and described dispensing region；Preserving module, for by described dispensing number of regions
According to being saved in data warehouse；Summarizing module, for collecting to dispensing area data according to business-subject, and preserves and collects
Result.
Alternatively, described acquisition module is additionally operable to：Obtain, by the way of orientation is buried a little, the dispensing area that user browses commodity
Numeric field data.
Alternatively, described acquisition module is additionally operable to：After acquisition user browses the dispensing area data of commodity, join to described
Area data is sent to be carried out, to reject interference data.
Alternatively, described preserving module is additionally operable to：Periodically described dispensing area data is drawn in data warehouse, utilizes
Original mappings table set up by Hive instrument, and carries out subregion according to decimation periods to original mappings table, then by original mappings table
Data conversion after be loaded in object table.
Alternatively, described summarizing module is additionally operable to：With browse commodity stock rate as index, according to commodity SKU, point public affairs
One or more of department, home-delivery center, storehouse business-subject, collects to dispensing area data, generates and collect accordingly
Table.
For achieving the above object, according to another aspect of the invention, there is provided a kind of commodity behavior is browsed based on user
The system of data processing.
A kind of system of data processing browsing commodity behavior based on user of the present invention is it is characterised in that include：Storage
Device and processor, wherein：Described memory store instruction；Described processor is configured to according to the following step of described instruction execution
Suddenly：Obtain the dispensing area data that user browses commodity, described dispensing area data includes：The information of browsed commodity, selection
Dispensing region and described dispensing region commodity stocks state；Described dispensing area data is saved in data warehouse；
According to business-subject, dispensing area data is collected, and preserve summarized results.
Technology according to the present invention scheme, is carried out at data by the page dispensing area data being browsed commodity based on user
Reason, such that it is able to lay the foundation for realizing data analysiss and excavation, is conducive to operator's acquisition commodities physicals rate promptly and accurately
Level, adjusts management tacticss；By with Hadoop as platform, data processing being carried out as data model the build tool using Hive,
Such that it is able to lift stability, the extensibility of data processing；By dispensing area data is carried out specific dimension by business demand
Collecting of degree, such that it is able to comprehensively be assumed summarized results in time, is conducive to each application system to carry out data effectively
Analysis and decision, such as to the buying of commodity stocks, allots, has enough to meet the need and make guidance etc..
Brief description
Accompanying drawing is used for more fully understanding the present invention, does not constitute inappropriate limitation of the present invention.Wherein：
Fig. 1 is the key step of the according to embodiments of the present invention method of data processing browsing commodity behavior based on user
Schematic diagram；
Fig. 2 is the main modular of the according to embodiments of the present invention device of data processing browsing commodity behavior based on user
Schematic diagram；
Fig. 3 is the major part of the according to embodiments of the present invention system of data processing browsing commodity behavior based on user
Schematic diagram.
Specific embodiment
Below in conjunction with accompanying drawing, the one exemplary embodiment of the present invention is explained, various including the embodiment of the present invention
Details is to help understanding it should they are thought only exemplary.Therefore, those of ordinary skill in the art it should be noted that
Arrive, various changes and modifications can be made to the embodiments described herein, without departing from scope and spirit of the present invention.With
Sample, for clarity and conciseness, eliminates the description to known function and structure in description below.
Fig. 1 is the key step of the according to embodiments of the present invention method of data processing browsing commodity behavior based on user
Schematic diagram.
As shown in figure 1, the method for the data processing browsing commodity behavior based on user of the embodiment of the present invention mainly includes
Following steps：
Step S11：Obtain the dispensing area data that user browses commodity, described dispensing area data includes：Browsed business
The commodity stocks state of the information of product, the dispensing region selecting and described dispensing region.The purpose of this step is that crawl is used
Family browses commodity page dispensing regional record, obtains dispensing area data.
In the embodiment of the present invention, can obtain, in the way of burying a little using orientation, the dispensing area data that user browses commodity,
It is the commodity page in electric business website to be oriented bury a little.Using method as follows：The page burying a little belongs in business
The main website of electric business website, and flow also will count in main website flow, then, this page needs to bury the JS code of main website.When with
After family browses the commodity page and selects to be distributed to region, condition of merchandise is in stockit is available or out of stock, then obtain this user browses note
Record, browses the commodity stocks state in province, city, county, area including record user.
Concrete operations can be：Count page dispensing region browses record, needs to add at the position of corresponding hole
clstagid.I.e. according to domain name, the page loads JS code.Then in the page, clstag is added in corresponding region.When this
When region has user to click on, this label of click steam automatic identification, the daily record of record set form.
In the embodiment of the present invention, after acquisition user browses the dispensing area data of commodity, to described dispensing area data
It is carried out.After obtaining basic data, carry out data cleansing, to complete the pretreatment work such as rejecting abnormalities data.
Can be specifically that the dispensing area data of user is carried out, only retain the data record of validated user,
The interference of exclusive PCR data.Browse record as reptile, the record in non-login user browses record and page fault is provided and delivered region
Deng.Can be carried out by the SQL statement of Hive instrument in the embodiment of the present invention, interference data is excluded, for example that distribution is silent
The data on flows of the address recognized filters, thus reaching the effect of shielding interference data.Data after cleaning is preserved, for example
Can be preserved in the form of daily record to server local, daily browse record data to record.
After this step obtains dispensing area data, from the process of step S12.
Step S12：Described dispensing area data is saved in data warehouse.The purpose of this step is the number that will obtain
According to being saved in data warehouse, in order to follow-up subregion to dispensing area data, collect and analyze and process.
In the embodiment of the present invention, dispensing area data is saved in data warehouse to include：Periodically (can be for example daily,
Thus obtaining day page browsing amount PV, and then the stock rate score of day PV can be calculated, browsing business daily according to obtain
The stock rate that the Inventory Performance of product calculates)) described dispensing area data is drawn in data warehouse, using Hive instrument
Set up original mappings table, and according to decimation periods, subregion is carried out to original mappings table, then the data in original mappings table is turned
It is loaded in object table after changing.
Specifically：First pass through scheduling unit, daily dispensing area data be drawn on Hadoop home server,
Then set up original mappings table using Tool for Data Warehouse Hive, and dispensing area data is daily carried out subregion.Wherein, Hive
It is built upon the Distributed Data Warehouse instrument on Hadoop, maps the data in the table of Hive, can be follow-up data
Processed is prepared, and collects in order to carrying out subregion and later use MapReduce and carrying out business to data.
After completing data partition, the data model of the data warehouse according to ecommerce and business demand are write and are executed
Hive script, thus be loaded into after the data conversion in original mappings table in Hive object table.
Step S13：According to business-subject, dispensing area data is collected, and preserve summarized results.
After loading data into Hive object table, according to business demand, the data in object table can be carried out collecting place
Reason, to obtain the cohersive and integrated data under specific transactions theme, the PV being easy to commodity operation personnel according to cohersive and integrated data assessment commodity is existing
Goods situation, thus reasonable arrangement stock, meets the purchasing demand of user.
For example can be collected with PV stock rate index with dimensions such as commodity SKU, branch company, home-delivery center, storehouses,
Obtain corresponding summary sheet.Specifically, can be write by Hive SQL and collect SQL script, and script is submitted to
MapReduce operation is carried out on Hadoop, the summarized results finally giving are inserted in summary sheet.
Additionally, in the embodiment of the present invention, summary sheet can also be further processed as applying according to data, services bore
Table, and will apply table data-pushing in respective application system, in order to the analysis further of data and excavation.
The method of the according to embodiments of the present invention data processing browsing commodity behavior based on user can be seen that by base
Carry out data processing in the page dispensing area data that user browses commodity, such that it is able to establish for realizing data analysiss and excavation
Basis, is conducive to operator's acquisition commodities physicals rate level promptly and accurately, adjusts management tacticss；By being flat with Hadoop
Platform, carries out data processing using Hive as data model the build tool, such that it is able to lift the stability of data processing, expansible
Property；By dispensing area data is carried out collecting of specific dimension by business demand, such that it is able to summarized results are comprehensive in time
Presented, be conducive to each application system to carry out data analysiss and decision-making effectively, such as to the buying of commodity stocks, allot,
Guidance etc. is made in turnover.
Fig. 2 is the main modular of the according to embodiments of the present invention device of data processing browsing commodity behavior based on user
Schematic diagram.
As shown in Fig. 2 a kind of device 20 of data processing browsing commodity behavior based on user of the embodiment of the present invention is main
Including：Acquisition module 201, preserving module 202 and summarizing module 203, wherein：
Acquisition module 201 is used for obtaining the dispensing area data that user browses commodity, and described dispensing area data includes：Institute
The commodity stocks state of the information, the dispensing region selecting and described dispensing region that browse commodity；Preserving module 202 is used for will
Described dispensing area data is saved in data warehouse；Summarizing module 203 is used for according to business-subject, dispensing area data being entered
Row collects, and preserves summarized results.
Wherein, acquisition module 201 can be also used for：Obtain, by the way of orientation is buried a little, the dispensing area that user browses commodity
Numeric field data.
In addition, acquisition module 201 can be additionally used in：After acquisition user browses the dispensing area data of commodity, join to described
Area data is sent to be carried out, to reject interference data.
Preserving module 202 can be additionally used in：Periodically described dispensing area data is drawn in data warehouse, using Hive work
Tool sets up original mappings table, and carries out subregion according to decimation periods to original mappings table, then by the data in original mappings table
It is loaded in object table after conversion.
Summarizing module 203 can be additionally used in：With browse commodity stock rate as index, according to commodity SKU, branch company, dispensing
One or more of center, storehouse business-subject, collects to dispensing area data, generates corresponding summary sheet.
Fig. 3 is the major part of the according to embodiments of the present invention system of data processing browsing commodity behavior based on user
Schematic diagram.
As shown in figure 3, a kind of system 30 of data processing browsing commodity behavior based on user of the embodiment of the present invention is main
Including：Memorizer 301 and processor 302, wherein：Memorizer 301 store instruction；Processor 302 is configured to according to described
Instruction execution following steps：Obtain the dispensing area data that user browses commodity, described dispensing area data includes：Browsed business
The commodity stocks state of the information of product, the dispensing region selecting and described dispensing region；Described dispensing area data is preserved
To in data warehouse；According to business-subject, dispensing area data is collected, and preserve summarized results.
From the above, it can be seen that being carried out at data by the page dispensing area data browsing commodity based on user
Reason, such that it is able to lay the foundation for realizing data analysiss and excavation, is conducive to operator's acquisition commodities physicals rate promptly and accurately
Level, adjusts management tacticss；By with Hadoop as platform, data processing being carried out as data model the build tool using Hive,
Such that it is able to lift stability, the extensibility of data processing；By dispensing area data is carried out specific dimension by business demand
Collecting of degree, such that it is able to comprehensively be assumed summarized results in time, is conducive to each application system to carry out data effectively
Analysis and decision, such as to the buying of commodity stocks, allots, has enough to meet the need and make guidance etc..
Above-mentioned specific embodiment, does not constitute limiting the scope of the invention.Those skilled in the art should be bright
White, depending on design requirement and other factors, various modifications, combination, sub-portfolio and replacement can occur.Any
Modification, equivalent and improvement of being made within the spirit and principles in the present invention etc., should be included in the scope of the present invention
Within.
Claims (11)
1. a kind of method of the data processing browsing commodity behavior based on user is it is characterised in that include：
Obtain the dispensing area data that user browses commodity, described dispensing area data includes：The information of browsed commodity, selection
Dispensing region and described dispensing region commodity stocks state；
Described dispensing area data is saved in data warehouse；
According to business-subject, dispensing area data is collected, and preserve summarized results.
2. method according to claim 1 is it is characterised in that the dispensing area data that acquisition user browses commodity includes：
Obtain, by the way of orientation is buried a little, the dispensing area data that user browses commodity.
3. method according to claim 1 is it is characterised in that methods described also includes：Obtain user and browse joining of commodity
After sending area data, described dispensing area data is carried out, to reject interference data.
4. method according to claim 1 is it is characterised in that be saved in bag in data warehouse by described dispensing area data
Include：Periodically described dispensing area data is drawn in data warehouse, sets up original mappings table using Hive instrument, and according to taking out
Take the cycle to carry out subregion to original mappings table, be then loaded into after the data conversion in original mappings table in object table.
5. method according to claim 1 is it is characterised in that carry out collecting bag to dispensing area data according to business-subject
Include：With browse commodity stock rate as index, according to one or more of commodity SKU, branch company, home-delivery center, storehouse industry
Business theme, collects to dispensing area data, generates corresponding summary sheet.
6. a kind of device of the data processing browsing commodity behavior based on user is it is characterised in that include：
Acquisition module, browses the dispensing area data of commodity for obtaining user, and described dispensing area data includes：Browsed business
The commodity stocks state of the information of product, the dispensing region selecting and described dispensing region；
Preserving module, for being saved in described dispensing area data in data warehouse；
Summarizing module, for collecting to dispensing area data according to business-subject, and preserves summarized results.
7. device according to claim 6 is it is characterised in that described acquisition module is additionally operable to：Side a little is buried using orientation
Formula obtains the dispensing area data that user browses commodity.
8. device according to claim 6 is it is characterised in that described acquisition module is additionally operable to：Obtain user and browse commodity
Dispensing area data after, to described dispensing area data be carried out, to reject interference data.
9. device according to claim 6 is it is characterised in that described preserving module is additionally operable to：Periodically by described dispensing area
Numeric field data is drawn in data warehouse, sets up original mappings table using Hive instrument, and according to decimation periods to original mappings table
Carry out subregion, be then loaded into after the data conversion in original mappings table in object table.
10. device according to claim 6 is it is characterised in that described summarizing module is additionally operable to：To browse the stock of commodity
Rate is index, according to one or more of commodity SKU, branch company, home-delivery center, storehouse business-subject, to dispensing number of regions
According to being collected, generate corresponding summary sheet.
A kind of 11. systems of the data processing browsing commodity behavior based on user are it is characterised in that include：Memorizer and process
Device, wherein：
Described memory store instruction；
Described processor is configured to according to described instruction execution following steps：
Obtain the dispensing area data that user browses commodity, described dispensing area data includes：The information of browsed commodity, selection
Dispensing region and described dispensing region commodity stocks state；
Described dispensing area data is saved in data warehouse；
According to business-subject, dispensing area data is collected, and preserve summarized results.
Priority Applications (1)
| Application Number | Priority Date | Filing Date | Title |
|---|---|---|---|
| CN201610871931.8A CN106485447A (en) | 2016-09-30 | 2016-09-30 | Browse method, the apparatus and system of the data processing of commodity behavior based on user |
Applications Claiming Priority (1)
| Application Number | Priority Date | Filing Date | Title |
|---|---|---|---|
| CN201610871931.8A CN106485447A (en) | 2016-09-30 | 2016-09-30 | Browse method, the apparatus and system of the data processing of commodity behavior based on user |
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| Publication Number | Publication Date |
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| CN106485447A true CN106485447A (en) | 2017-03-08 |
Family
ID=58269104
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| Application Number | Title | Priority Date | Filing Date |
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| CN201610871931.8A Pending CN106485447A (en) | 2016-09-30 | 2016-09-30 | Browse method, the apparatus and system of the data processing of commodity behavior based on user |
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| CN107084712A (en) * | 2017-04-21 | 2017-08-22 | 北京京东尚科信息技术有限公司 | Data processing method and device and method for calibrating compass and device |
| CN107609747A (en) * | 2017-08-18 | 2018-01-19 | 刘英学 | Based on the drugstore chain operation system and method for predicting and subscribing pattern |
| CN109491730A (en) * | 2017-09-08 | 2019-03-19 | 阿里巴巴集团控股有限公司 | A kind of data display method, apparatus and system |
| CN109670748A (en) * | 2018-12-13 | 2019-04-23 | 中国联合网络通信集团有限公司 | Inventory resource management method, device and storage medium |
| CN110880084A (en) * | 2018-09-06 | 2020-03-13 | 北京京东振世信息技术有限公司 | Warehouse replenishment method and device |
| CN112199346A (en) * | 2020-12-08 | 2021-01-08 | 北京每日优鲜电子商务有限公司 | Article information storage method and device, electronic equipment and computer readable medium |
| CN113420099A (en) * | 2021-07-06 | 2021-09-21 | 广州方硅信息技术有限公司 | Buried point data access control method and device, computer equipment and storage medium |
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| CN107084712A (en) * | 2017-04-21 | 2017-08-22 | 北京京东尚科信息技术有限公司 | Data processing method and device and method for calibrating compass and device |
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| CN113420099A (en) * | 2021-07-06 | 2021-09-21 | 广州方硅信息技术有限公司 | Buried point data access control method and device, computer equipment and storage medium |
| CN113420099B (en) * | 2021-07-06 | 2022-11-04 | 广州方硅信息技术有限公司 | Buried point data access control method and device, computer equipment and storage medium |
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