I assume I'm not the first person to have encountered this, but I
couldn't find anything in the FAQ or on the mailing lists recently.
My apologies if this is already documented somewhere...
My application logs data to a Postgres table continuously (once every
15 seconds), maintaining a persistent connection. Each datum is
logged with a time stamp (Postgres type "timestamp with time zone").
The application does not explicitly set the time zone, and does not
specify it when inserting the records. So everything just defaults to
the local time zone configured for the system, which is "US/Eastern".
This has been working fine all summer.
Until this morning, of course, when DST ended and "US/Eastern"
switched from GMT+4 to GMT+5. Everything logged fine up to 01:59 EDT
(05:59 UTC). Then the clock ticked to 01:00 EST (06:00 UTC), and I
got a unique constraint violation, because the database incorrectly
computed that I was trying to insert another record at 01:00 EDT
(05:00 UTC). I restarted the application when I noticed the problem
this morning, and now everything is working correctly.
My suspicion is that Postgres calculates the local offset from UTC
only once per session, during session initialization. Therefore, it
fails to notice when the local offset changes as a result of DST,
causing the problem I just described. It's hard for me to test this,
because I don't have a system I can freely muck with the clock on, but
it would completely explain this behavior.
Is this what's happening? Is it considered a bug? I can see making
the case for not changing the offset mid-session, but in that case it
should be explained more thoroughly in the documentation.
In my case, I think I'll have my app convert all times to UTC before
inserting them. This should avoid all such problems in the future.
PostgreSQL version (client and server) is 7.4.5, on i686 Debian sarge.
The client app is in python 2.3.4 using psycopg.
Thanks,
Randall Nortman
---------------------------(end of broadcast)---------------------------
TIP 8: explain analyze is your friend 23 3771
On Sun, Oct 31, 2004 at 12:47:31PM -0500, Tom Lane wrote: Randall Nortman <po***********@ wonderclown.com > writes: I can't reproduce the error without messing up my clock, but from my logs, here's the text of the SQL sent to the server:
insert into sensor_readings _numeric (sensor_id, reading_ts, reading, min, max) values (3, '2004-10-31 01:00:00', 0.540602, 0.519071837254, 0.551811824539)
And this came back: ERROR: duplicate key violates unique constraint "sensor_reading s_numeric_pkey"
Hmm ... and you were generating that timestamp string how exactly? I suspect that you actually sent the same timestamp string twice, one hour apart, in which case I'd have to call this an application bug. You really need to include the timezone specification in order to have an unambiguous timestamp string. It doesn't have to be UTC as you previously suggested, but it does have to be labeled with the intended zone.
Ah, I see now. PostgreSQL is behaving a bit differently than I
expected. The timestamp string above is ambiguous in the timezone
US/Eastern -- it could be EST or EDT. I was expecting PostgreSQL to
resolve this ambiguity based on the current time when the SQL
statement is processed -- if it's currently EST, then the server would
assume that EST was intended, but if it's currently EDT, then it would
assume EDT. If this were the case, my code would be correct -- yes, I
tried to insert the same timestamp value twice, but the inserts were
issued when my local timezone was in different offsets from UTC.
But it appears that PostgreSQL always assumes EDT in this case,
regardless of the current time? I can see that being a good idea, for
its predictability. For example, a client running on a different host
than the server might have its clock off by a few minutes; this could
then cause the server to make a different assumption about the correct
time zone than the client. Even running on the same host, a delay
between the client issuing a command and the server processing it
could cause this problem.
So yeah, I see the wisdom of always specifying a time zone explicitly
in the query. In my case, it will probably be easiest to specify UTC,
because otherwise I have to figure out myself whether or not DST was
in effect when the sensor reading was generated. In my code, in fact,
timestamps are recorded as seconds since the epoch, in UTC, so it
makes little sense to convert to local time anyway. Right now,
psycopg (the python module I'm using for postgres access) is
generating the timestamp string for me (via
psycopg.Timesta mpFromTicks()). I just need to figure out how to get
it to generate the string with an explicit time zone, which I'm sure
is possible. And if not, I'll just generate the string myself.
---------------------------(end of broadcast)---------------------------
TIP 7: don't forget to increase your free space map settings
Randall Nortman <po***********@ wonderclown.com > writes: My suspicion is that Postgres calculates the local offset from UTC only once per session, during session initialization.
This is demonstrably not so. We might be able to figure out what
actually went wrong, if you would show us the exact commands your
application issued.
regards, tom lane
---------------------------(end of broadcast)---------------------------
TIP 1: subscribe and unsubscribe commands go to ma*******@postg resql.org
Randall Nortman <po***********@ wonderclown.com > writes: Ah, I see now. PostgreSQL is behaving a bit differently than I expected. The timestamp string above is ambiguous in the timezone US/Eastern -- it could be EST or EDT. I was expecting PostgreSQL to resolve this ambiguity based on the current time when the SQL statement is processed
I think this would be a very bad thing for it to do. It might seem
to make sense for a timestamp representing "now", but as soon as you
consider a timestamp that isn't "now" it becomes a sure way to shoot
yourself in the foot.
But it appears that PostgreSQL always assumes EDT in this case, regardless of the current time?
Actually, the intended and documented behavior is that it should
interpret an ambiguous time as local standard time (e.g., EST not EDT).
That seems to be broken at the moment :-(, which is odd because I'm
quite certain I tested it last time we touched the relevant subroutine.
We have had varying and often platform-specific behaviors on this point
in past releases, but in 8.0 it should be possible to ensure consistent
results now that we are no longer at the mercy of the local libc's
timezone code.
Before I go off and try to fix it, does anyone have any objection to
the rule "interpret an ambiguous time as local standard time"?
This would normally mean picking the later of the two possible
interpretations , which might be the wrong choice for some applications.
(I notice that HPUX's cron is documented to choose the earlier
interpretation in comparable situations.)
In my code, in fact, timestamps are recorded as seconds since the epoch, in UTC, so it makes little sense to convert to local time anyway. Right now, psycopg (the python module I'm using for postgres access) is generating the timestamp string for me (via psycopg.Timesta mpFromTicks()). I just need to figure out how to get it to generate the string with an explicit time zone, which I'm sure is possible. And if not, I'll just generate the string myself.
Actually, your best bet is to forgo the conversion altogether. The
recommended way to get from a Unix epoch value to a timestamp is
'epoch'::timest amptz + NNNNN * '1 second'::interv al
For example:
regression=# select 'epoch'::timest amptz + 1099251435 * '1 second'::interv al;
?column?
------------------------
2004-10-31 14:37:15-05
(1 row)
Or you can do
select 'epoch'::timest amptz + '1099251435 seconds'::inter val;
which saves a couple microseconds at execution but requires assembling
the query string as a string. The latter is probably easy for your
application, but if say you were extracting the numeric value from a
database column, the former would be easier.
regards, tom lane
---------------------------(end of broadcast)---------------------------
TIP 8: explain analyze is your friend
On Sun, Oct 31, 2004 at 11:52:03AM -0500, Tom Lane wrote: Randall Nortman <po***********@ wonderclown.com > writes: My suspicion is that Postgres calculates the local offset from UTC only once per session, during session initialization.
This is demonstrably not so. We might be able to figure out what actually went wrong, if you would show us the exact commands your application issued.
I can't reproduce the error without messing up my clock, but from my
logs, here's the text of the SQL sent to the server:
insert into sensor_readings _numeric (sensor_id, reading_ts, reading,
min, max) values (3, '2004-10-31 01:00:00', 0.540602, 0.519071837254,
0.551811824539)
And this came back:
ERROR: duplicate key violates unique constraint "sensor_reading s_numeric_pkey"
Table definition:
Table "public.sensor_ readings_numeri c"
Column | Type |
Modifiers
------------+--------------------------+-------------------------------------------------------------
sensor_id | integer | not null
reading_ts | timestamp with time zone | not null default ('now'::text):: timestamp(6) with time zone
reading | numeric | not null
min | numeric |
max | numeric |
Indexes:
"sensor_reading s_numeric_pkey" primary key, btree (reading_ts, sensor_id)
Foreign-key constraints:
"$1" FOREIGN KEY (sensor_id) REFERENCES sensors(sensor_ id)
I'll try to set up a system where I can play around with the clock to
see if I can reproduce the error, but it'll probably be a few days at
least before I can do that. There's no hurry for me, since this won't
happen again until next year.
Thanks,
Randall Nortman
---------------------------(end of broadcast)---------------------------
TIP 7: don't forget to increase your free space map settings
On Sun, Oct 31, 2004 at 02:44:51PM -0500, Tom Lane wrote: Randall Nortman <po***********@ wonderclown.com > writes: Ah, I see now. PostgreSQL is behaving a bit differently than I expected. The timestamp string above is ambiguous in the timezone US/Eastern -- it could be EST or EDT. I was expecting PostgreSQL to resolve this ambiguity based on the current time when the SQL statement is processed I think this would be a very bad thing for it to do. It might seem to make sense for a timestamp representing "now", but as soon as you consider a timestamp that isn't "now" it becomes a sure way to shoot yourself in the foot.
Yes, I absolutely see your point. But it appears that PostgreSQL always assumes EDT in this case, regardless of the current time?
Actually, the intended and documented behavior is that it should interpret an ambiguous time as local standard time (e.g., EST not EDT). That seems to be broken at the moment :-(, which is odd because I'm quite certain I tested it last time we touched the relevant subroutine.
It certainly seems that way, but as I've said I can't reproduce the
bug without mucking with my clock, which is not an option right now.
But looking at the data which was generated overnight in UTC, I see
continuous data all the way up to 05:59. If the server had started
converting to EST at 01:00EDT, there would be a gap in the data from
05:00UTC to 06:00UTC as the server switched from a +4 offset to +5,
and then data would have been logged with a timestamp one hour in the
future through 06:59UTC, and then I would have gotten a unique
constraint violation when the actual switch happened.
Before I go off and try to fix it, does anyone have any objection to the rule "interpret an ambiguous time as local standard time"? This would normally mean picking the later of the two possible interpretations , which might be the wrong choice for some applications. (I notice that HPUX's cron is documented to choose the earlier interpretation in comparable situations.)
I'm finding it hard to see how either way is likely to generate good
results in *any* application, much less in a majority of applications.
So in a way, perhaps the most correct thing to do would be to spit out
an error if the timestamp is ambiguous. Any application which deals
with timestamps in anything other than UTC should really be handling
the disambiguation itself, because the server can't possibly know what
the application means to do. Not generating an error is likely to
allow an application bug to go unnoticed, especially if the database
does not have a unique constraint on timestamps (as mine does).
Then again, it's not up to the database to expose bugs in the client,
so perhaps it's best to just stick with the current intended behavior
of always choosing local standard time. Or maybe we should write our
legislative representatives and get them to abolish DST. ;)
Actually, your best bet is to forgo the conversion altogether. The recommended way to get from a Unix epoch value to a timestamp is
'epoch'::timest amptz + NNNNN * '1 second'::interv al
At first glance, that seems to me to be really inefficient, but that's
just because my brain tends to associate verbosity in code with
runtime overhead. In this case, it's probably just as fast as letting
the Python library do the math required to convert the Unix timestamp
to a date/time string. And if Postgres stores timestamps as some unit
of time since an epoch, then it would be quite a bit more efficient.
Of course, all these calculations happen in the blink of an eye, and
I'm only logging data every 15 seconds, so I suppose it doesn't matter
anyway. So thanks for the tip! That will be much easier and more
reliable than the way I'm currently doing it. (I just hope that
nobody ever gets the idea of changing the Unix epoch.)
Thanks for all your help,
Randall Nortman
---------------------------(end of broadcast)---------------------------
TIP 4: Don't 'kill -9' the postmaster
Randall Nortman <po***********@ wonderclown.com > writes: I can't reproduce the error without messing up my clock, but from my logs, here's the text of the SQL sent to the server:
insert into sensor_readings _numeric (sensor_id, reading_ts, reading, min, max) values (3, '2004-10-31 01:00:00', 0.540602, 0.519071837254, 0.551811824539)
And this came back: ERROR: duplicate key violates unique constraint "sensor_reading s_numeric_pkey"
Hmm ... and you were generating that timestamp string how exactly?
I suspect that you actually sent the same timestamp string twice, one
hour apart, in which case I'd have to call this an application bug.
You really need to include the timezone specification in order to
have an unambiguous timestamp string. It doesn't have to be UTC as you
previously suggested, but it does have to be labeled with the intended
zone.
regards, tom lane
---------------------------(end of broadcast)---------------------------
TIP 4: Don't 'kill -9' the postmaster
On Sun, Oct 31, 2004 at 12:47:31PM -0500, Tom Lane wrote: Randall Nortman <po***********@ wonderclown.com > writes: I can't reproduce the error without messing up my clock, but from my logs, here's the text of the SQL sent to the server:
insert into sensor_readings _numeric (sensor_id, reading_ts, reading, min, max) values (3, '2004-10-31 01:00:00', 0.540602, 0.519071837254, 0.551811824539)
And this came back: ERROR: duplicate key violates unique constraint "sensor_reading s_numeric_pkey"
Hmm ... and you were generating that timestamp string how exactly? I suspect that you actually sent the same timestamp string twice, one hour apart, in which case I'd have to call this an application bug. You really need to include the timezone specification in order to have an unambiguous timestamp string. It doesn't have to be UTC as you previously suggested, but it does have to be labeled with the intended zone.
Ah, I see now. PostgreSQL is behaving a bit differently than I
expected. The timestamp string above is ambiguous in the timezone
US/Eastern -- it could be EST or EDT. I was expecting PostgreSQL to
resolve this ambiguity based on the current time when the SQL
statement is processed -- if it's currently EST, then the server would
assume that EST was intended, but if it's currently EDT, then it would
assume EDT. If this were the case, my code would be correct -- yes, I
tried to insert the same timestamp value twice, but the inserts were
issued when my local timezone was in different offsets from UTC.
But it appears that PostgreSQL always assumes EDT in this case,
regardless of the current time? I can see that being a good idea, for
its predictability. For example, a client running on a different host
than the server might have its clock off by a few minutes; this could
then cause the server to make a different assumption about the correct
time zone than the client. Even running on the same host, a delay
between the client issuing a command and the server processing it
could cause this problem.
So yeah, I see the wisdom of always specifying a time zone explicitly
in the query. In my case, it will probably be easiest to specify UTC,
because otherwise I have to figure out myself whether or not DST was
in effect when the sensor reading was generated. In my code, in fact,
timestamps are recorded as seconds since the epoch, in UTC, so it
makes little sense to convert to local time anyway. Right now,
psycopg (the python module I'm using for postgres access) is
generating the timestamp string for me (via
psycopg.Timesta mpFromTicks()). I just need to figure out how to get
it to generate the string with an explicit time zone, which I'm sure
is possible. And if not, I'll just generate the string myself.
---------------------------(end of broadcast)---------------------------
TIP 7: don't forget to increase your free space map settings
Randall Nortman <po***********@ wonderclown.com > writes: Ah, I see now. PostgreSQL is behaving a bit differently than I expected. The timestamp string above is ambiguous in the timezone US/Eastern -- it could be EST or EDT. I was expecting PostgreSQL to resolve this ambiguity based on the current time when the SQL statement is processed
I think this would be a very bad thing for it to do. It might seem
to make sense for a timestamp representing "now", but as soon as you
consider a timestamp that isn't "now" it becomes a sure way to shoot
yourself in the foot.
But it appears that PostgreSQL always assumes EDT in this case, regardless of the current time?
Actually, the intended and documented behavior is that it should
interpret an ambiguous time as local standard time (e.g., EST not EDT).
That seems to be broken at the moment :-(, which is odd because I'm
quite certain I tested it last time we touched the relevant subroutine.
We have had varying and often platform-specific behaviors on this point
in past releases, but in 8.0 it should be possible to ensure consistent
results now that we are no longer at the mercy of the local libc's
timezone code.
Before I go off and try to fix it, does anyone have any objection to
the rule "interpret an ambiguous time as local standard time"?
This would normally mean picking the later of the two possible
interpretations , which might be the wrong choice for some applications.
(I notice that HPUX's cron is documented to choose the earlier
interpretation in comparable situations.)
In my code, in fact, timestamps are recorded as seconds since the epoch, in UTC, so it makes little sense to convert to local time anyway. Right now, psycopg (the python module I'm using for postgres access) is generating the timestamp string for me (via psycopg.Timesta mpFromTicks()). I just need to figure out how to get it to generate the string with an explicit time zone, which I'm sure is possible. And if not, I'll just generate the string myself.
Actually, your best bet is to forgo the conversion altogether. The
recommended way to get from a Unix epoch value to a timestamp is
'epoch'::timest amptz + NNNNN * '1 second'::interv al
For example:
regression=# select 'epoch'::timest amptz + 1099251435 * '1 second'::interv al;
?column?
------------------------
2004-10-31 14:37:15-05
(1 row)
Or you can do
select 'epoch'::timest amptz + '1099251435 seconds'::inter val;
which saves a couple microseconds at execution but requires assembling
the query string as a string. The latter is probably easy for your
application, but if say you were extracting the numeric value from a
database column, the former would be easier.
regards, tom lane
---------------------------(end of broadcast)---------------------------
TIP 8: explain analyze is your friend
Randall Nortman <po***********@ wonderclown.com > writes: On Sun, Oct 31, 2004 at 02:44:51PM -0500, Tom Lane wrote: Actually, the intended and documented behavior is that it should interpret an ambiguous time as local standard time (e.g., EST not EDT).
I'm finding it hard to see how either way is likely to generate good results in *any* application, much less in a majority of applications. So in a way, perhaps the most correct thing to do would be to spit out an error if the timestamp is ambiguous. Any application which deals with timestamps in anything other than UTC should really be handling the disambiguation itself, because the server can't possibly know what the application means to do. Not generating an error is likely to allow an application bug to go unnoticed, especially if the database does not have a unique constraint on timestamps (as mine does).
That line of argument leads directly to the conclusion that we shouldn't
allow timezone-less input strings at all, since it's unlikely that
anyone would code their app to append a timezone spec only during the
two hours a year when it actually matters. And wouldn't you rather have
had the problem pointed out immediately on testing the app, rather than
waiting till 1AM on a fall Sunday morning to find out it's broken?
However, I am not prepared to buy into requiring explicit TZ specs
always... it's just too much of a PITA.
For human users, there would be some value in acting this way, since
it would serve to remind them of the issue only when it actually
matters. Comments anyone?
regards, tom lane
---------------------------(end of broadcast)---------------------------
TIP 6: Have you searched our list archives? http://archives.postgresql.org This thread has been closed and replies have been disabled. Please start a new discussion. Similar topics |
by: Bathroom_Monkey |
last post by:
For posterity's sake, here is an algorithm I created to take a GMT
time and convert it to U.S. central time, accounting for daylight
saving time. Note: this algorithm can be modified to work for any
other U.S. timezone by changing the number of second subtracted at the
end.
<?
$in_dst="false";
|
by: ian douglas |
last post by:
Hey all.
I know with Perl "there's more than one way to do it", but I'd rather
not reinvent the wheel...
/usr/share/zoneinfo/Etc/
contains files like GMT-5 or GMT+8 etc which would be really handy for
me to tweak $ENV{'TZ'} to play with dates and times, but I'm trying to
find the 'best' approach to handle this scenario:
|
by: Ernie |
last post by:
I am creating an .ics file that when opened (via Outlook) inserts a
meeting into the calendar.
All works fine unless the date and time I'm inserting happens to occur
on the hour the time changes due to daylight savings.
For example in 2004 the hours changed at 2:00 AM on April 4th (the
first Sunday of April). Only on this day, if the start hour is 2 (2:00
AM, 2:15 AM, 2:45 AM), then an extra hour gets added so that 2:00 AM
becomes...
|
by: chrisdevey |
last post by:
Is there any way to make a System.Timers.Timer adjust for daylight
savings time change? In a long running process I set a timer as follows
for a daily expiration:
_myTimer = new Timer(_myTimerDelegate, null, nextExpiration,
TimeSpan.FromDays(1));
When we make the change out of daylight time back to standard time, the
timer appears to fire one hour early (e.g., 4pm instead of 5pm). Is
there a way to set this timer so that it is...
|
by: Randall Nortman |
last post by:
I assume I'm not the first person to have encountered this, but I
couldn't find anything in the FAQ or on the mailing lists recently.
My apologies if this is already documented somewhere...
My application logs data to a Postgres table continuously (once every
15 seconds), maintaining a persistent connection. Each datum is
logged with a time stamp (Postgres type "timestamp with time zone").
The application does not explicitly set the...
| |
by: Anna |
last post by:
Hi,
I've already found out that .Net Framework 1.1 does not properly handle
anything that is related to a non-current timezone. Since my project should
be released before the release of Framework 2.0, I am kindly asking if
anybody knows a workaround for the following:
My database stores various locations, and for each location we store a GMT
offset (number of hours). When the user selects a location, the program can
instantly obtain...
|
by: mmuras |
last post by:
I did not see any discussions / threads for this but if there is one please let me know:
-First, I am one of only two individuals within my company's IT Dept.
-We have a Windows Server 2003 R2 Standard Ed. Box for our Domain controller.
-We are having issues STILL today in April with the Microsoft Windows Daylight Savings Issues
***Symptoms:
|
by: Polaris431 |
last post by:
I have a web application in ASP.NET that will be used globally. Data
is collected on mobile devices running Windows Mobile and sent to the
web server where it is stored and can be viewed. Data is timestamped
when it is sent from a PDA device to the server. I am writing software
for both the web app and the PDA. The web server is located at one
location while the PDA devices are located around the world.
The question is, how do I handle...
|
by: Generic Usenet Account |
last post by:
Hi,
Is there any way to make time-of-day adjustments for daylight savings
using only standard time functions? We have a program that executes
daily at a fixed time of day. After daylight savings happens, the
time-of-day alignment is lost. For example, if the daily task gets
kicked in at 9 p.m. every evening, after daylight savings ends in
fall, the task is shown as kicking in at 8 p.m. Similarly, if the
daily task gets kicked in at...
|
by: RobG |
last post by:
I was investigating a function to determine whether daylight saving
was being observed on a particular date (given the platform's regional
settings) and came across a suggestion at merlyn.com to test the time
zone offset on a variety of dates to see if it changes. Based on
that, I developed the following checkDST() function which, as far as I
can tell, should be sufficient.
It checks either the date passed to it or the current date with...
|
by: marktang |
last post by:
ONU (Optical Network Unit) is one of the key components for providing high-speed Internet services. Its primary function is to act as an endpoint device located at the user's premises. However, people are often confused as to whether an ONU can Work As a Router. In this blog post, we’ll explore What is ONU, What Is Router, ONU & Router’s main usage, and What is the difference between ONU and Router. Let’s take a closer look !
Part I. Meaning of...
| |
by: Hystou |
last post by:
Most computers default to English, but sometimes we require a different language, especially when relocating. Forgot to request a specific language before your computer shipped? No problem! You can effortlessly switch the default language on Windows 10 without reinstalling. I'll walk you through it.
First, let's disable language synchronization. With a Microsoft account, language settings sync across devices. To prevent any complications,...
|
by: jinu1996 |
last post by:
In today's digital age, having a compelling online presence is paramount for businesses aiming to thrive in a competitive landscape. At the heart of this digital strategy lies an intricately woven tapestry of website design and digital marketing. It's not merely about having a website; it's about crafting an immersive digital experience that captivates audiences and drives business growth.
The Art of Business Website Design
Your website is...
|
by: tracyyun |
last post by:
Dear forum friends,
With the development of smart home technology, a variety of wireless communication protocols have appeared on the market, such as Zigbee, Z-Wave, Wi-Fi, Bluetooth, etc. Each protocol has its own unique characteristics and advantages, but as a user who is planning to build a smart home system, I am a bit confused by the choice of these technologies. I'm particularly interested in Zigbee because I've heard it does some...
|
by: isladogs |
last post by:
The next Access Europe User Group meeting will be on Wednesday 1 May 2024 starting at 18:00 UK time (6PM UTC+1) and finishing by 19:30 (7.30PM).
In this session, we are pleased to welcome a new presenter, Adolph Dupré who will be discussing some powerful techniques for using class modules.
He will explain when you may want to use classes instead of User Defined Types (UDT). For example, to manage the data in unbound forms.
Adolph will...
|
by: conductexam |
last post by:
I have .net C# application in which I am extracting data from word file and save it in database particularly. To store word all data as it is I am converting the whole word file firstly in HTML and then checking html paragraph one by one.
At the time of converting from word file to html my equations which are in the word document file was convert into image.
Globals.ThisAddIn.Application.ActiveDocument.Select();...
|
by: adsilva |
last post by:
A Windows Forms form does not have the event Unload, like VB6. What one acts like?
| |
by: muto222 |
last post by:
How can i add a mobile payment intergratation into php mysql website.
|
by: bsmnconsultancy |
last post by:
In today's digital era, a well-designed website is crucial for businesses looking to succeed. Whether you're a small business owner or a large corporation in Toronto, having a strong online presence can significantly impact your brand's success. BSMN Consultancy, a leader in Website Development in Toronto offers valuable insights into creating effective websites that not only look great but also perform exceptionally well. In this comprehensive...
| |